{"id":238413,"date":"2026-01-12T06:28:02","date_gmt":"2026-01-12T06:28:02","guid":{"rendered":"https:\/\/appletechconsultants.com\/2026\/?page_id=238413"},"modified":"2026-05-08T08:42:33","modified_gmt":"2026-05-08T08:42:33","slug":"devops","status":"publish","type":"page","link":"https:\/\/appletechconsultants.com\/2026\/devops\/","title":{"rendered":"Data Engineering"},"content":{"rendered":"
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Data Engineering<\/span><\/h1>\n<\/div><\/div>\n\n

Build scalable, reliable, and high-performance data ecosystems that help organizations unlock insights, improve decision-making, and accelerate digital transformation initiatives.<\/p>\n

We help businesses design, modernize, and manage data platforms capable of handling structured, unstructured, and real-time data across multiple systems and cloud environments.<\/p>\n<\/div><\/div>\n\n

\"Certifications\"<\/span><\/div>\n<\/div>\n\n
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id=\"atc-de-canvas\" width=\"760\" height=\"400\"><\/canvas>\n <div class=\"atc-progress\" id=\"atc-de-progress\"><\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 0 \u2014 Data Pipeline Overview\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"atc-card\" id=\"atc-de-card-0\">\n <div class=\"atc-card-label\">\u2014 Data Infrastructure<\/div>\n <div class=\"atc-card-title\">End-to-End Data Pipeline<\/div>\n <div class=\"atc-icon-wrap\">\n <svg class=\"animation_svg_card_0\" viewBox=\"0 0 620 210\" fill=\"none\">\n\n <!-- \u2500\u2500 Row 1: Sources \u2500\u2500 -->\n <text x=\"0\" y=\"13\" fill=\"rgba(232,0,26,0.4)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0s\">DATA SOURCES<\/text>\n <line x1=\"0\" y1=\"17\" x2=\"150\" y2=\"17\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:155;animation-delay:0.04s\"\/>\n\n <!-- Source: Databases -->\n <rect class=\"atc-build\" x=\"0\" y=\"22\" width=\"68\" height=\"46\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:240;animation-delay:0.08s\"\/>\n <text x=\"8\" y=\"38\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.18s\">DATABASE<\/text>\n <ellipse cx=\"34\" cy=\"52\" rx=\"14\" ry=\"4\" stroke=\"#e8001a\" stroke-width=\"0.8\" fill=\"rgba(232,0,26,0.08)\" 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stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" style=\"--dash-len:50;animation-delay:0.38s\"\/>\n <path class=\"atc-build\" d=\"M68 99 L100 99\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" style=\"--dash-len:36;animation-delay:0.40s\"\/>\n <path class=\"atc-build\" d=\"M68 153 L100 108\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" style=\"--dash-len:50;animation-delay:0.42s\"\/>\n <polygon points=\"97,86 105,90 97,94\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.44s\"\/>\n <polygon points=\"97,95 105,99 97,103\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.46s\"\/>\n <polygon points=\"97,104 105,108 97,112\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.48s\"\/>\n\n <!-- \u2500\u2500 Ingestion Layer \u2500\u2500 -->\n <text x=\"105\" y=\"13\" fill=\"rgba(232,0,26,0.4)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" 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style=\"--dash-len:50;animation-delay:0.35s\">LAKE<\/text>\n <rect x=\"226\" y=\"76\" width=\"72\" height=\"6\" rx=\"2\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:155;animation-delay:0.44s\"\/>\n <rect x=\"226\" y=\"85\" width=\"72\" height=\"6\" rx=\"2\" fill=\"rgba(232,0,26,0.55)\" class=\"atc-build\" style=\"--dash-len:155;animation-delay:0.47s\"\/>\n <rect x=\"226\" y=\"94\" width=\"72\" height=\"6\" rx=\"2\" fill=\"rgba(232,0,26,0.35)\" class=\"atc-build\" style=\"--dash-len:155;animation-delay:0.50s\"\/>\n <rect x=\"226\" y=\"103\" width=\"72\" height=\"6\" rx=\"2\" fill=\"rgba(232,0,26,0.2)\" class=\"atc-build\" style=\"--dash-len:155;animation-delay:0.53s\"\/>\n <rect x=\"226\" y=\"112\" width=\"72\" height=\"6\" rx=\"2\" fill=\"rgba(232,0,26,0.1)\" class=\"atc-build\" style=\"--dash-len:155;animation-delay:0.56s\"\/>\n <text x=\"226\" y=\"134\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Parquet \u00b7 Avro<\/text>\n <text x=\"226\" y=\"144\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">ORC \u00b7 Delta<\/text>\n <text x=\"226\" y=\"162\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">S3 \u00b7 ADLS \u00b7 GCS<\/text>\n\n <!-- \u2500\u2500 Arrow Storage \u2192 Transform \u2500\u2500 -->\n <path class=\"atc-build\" d=\"M306 99 L332 99\" stroke=\"#e8001a\" stroke-width=\"1.5\" style=\"--dash-len:30;animation-delay:0.65s\"\/>\n <polygon points=\"329,95 338,99 329,103\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.68s\"\/>\n\n <!-- \u2500\u2500 Transform: ETL\/ELT \u2500\u2500 -->\n <text x=\"340\" y=\"13\" fill=\"rgba(232,0,26,0.4)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.1s\">TRANSFORM<\/text>\n <rect class=\"atc-build\" x=\"340\" y=\"22\" width=\"88\" height=\"154\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"2\" fill=\"rgba(232,0,26,0.035)\" 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style=\"--dash-len:75;animation-delay:0.63s\"\/>\n <rect x=\"350\" y=\"137\" width=\"66\" height=\"3\" rx=\"1\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:70;animation-delay:0.66s\"\/>\n <text x=\"350\" y=\"158\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">dbt \u00b7 Spark<\/text>\n <text x=\"350\" y=\"168\" fill=\"rgba(232,0,26,0.2)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Glue \u00b7 Dataflow<\/text>\n\n <!-- \u2500\u2500 Arrow Transform \u2192 Warehouse \u2500\u2500 -->\n <path class=\"atc-build\" d=\"M428 99 L452 99\" stroke=\"#e8001a\" stroke-width=\"1.5\" style=\"--dash-len:28;animation-delay:0.75s\"\/>\n <polygon points=\"449,95 458,99 449,103\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.78s\"\/>\n\n <!-- \u2500\u2500 Data Warehouse \/ Serving \u2500\u2500 -->\n <text x=\"460\" y=\"13\" fill=\"rgba(232,0,26,0.4)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" 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top \u2500\u2500 -->\n <text x=\"26\" y=\"200\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">01 \u00b7 SOURCE<\/text>\n <text x=\"115\" y=\"200\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">02 \u00b7 INGEST<\/text>\n <text x=\"232\" y=\"200\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">03 \u00b7 STORE<\/text>\n <text x=\"350\" y=\"200\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">04 \u00b7 TRANSFORM<\/text>\n <text x=\"468\" y=\"200\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">05 \u00b7 SERVE<\/text>\n\n <\/svg>\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 1 \u2014 SQL & Database Design\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"atc-card\" id=\"atc-de-card-1\">\n <div class=\"atc-card-label\">\u2014 Query Language<\/div>\n <div class=\"atc-card-title\">SQL & Database Schema Design<\/div>\n <div class=\"atc-icon-wrap atc-top\" style=\"gap:20px\">\n\n <!-- SQL Editor panel -->\n <svg class=\"animation_svg_card_1_1\" viewBox=\"0 0 290 210\" fill=\"none\">\n <!-- Editor frame -->\n <rect class=\"atc-build\" x=\"0\" y=\"0\" width=\"290\" height=\"210\" rx=\"6\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.02)\" style=\"--dash-len:1005\"\/>\n <!-- Title bar -->\n <rect x=\"0\" y=\"0\" width=\"290\" height=\"18\" rx=\"6\" fill=\"rgba(232,0,26,0.07)\" 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y=\"68\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">04<\/text>\n <text x=\"4\" y=\"80\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">05<\/text>\n <text x=\"4\" y=\"92\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">06<\/text>\n <text x=\"4\" y=\"104\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">07<\/text>\n <text x=\"4\" y=\"116\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">08<\/text>\n <text x=\"4\" y=\"128\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">09<\/text>\n <text x=\"4\" y=\"140\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">10<\/text>\n <text x=\"4\" y=\"152\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">11<\/text>\n <text x=\"4\" y=\"164\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">12<\/text>\n <text x=\"4\" y=\"176\" fill=\"rgba(232,0,26,0.25)\" font-size=\"6\" font-family=\"Share Tech Mono\">13<\/text>\n <!-- SQL code -->\n <text x=\"28\" y=\"32\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.28s\">SELECT<\/text>\n <text x=\"28\" y=\"44\" fill=\"rgba(232,0,26,0.65)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:100;animation-delay:0.32s\"> o.order_id,<\/text>\n <text x=\"28\" y=\"56\" fill=\"rgba(232,0,26,0.65)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:130;animation-delay:0.36s\"> c.customer_name,<\/text>\n <text x=\"28\" y=\"68\" fill=\"rgba(232,0,26,0.65)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:150;animation-delay:0.40s\"> SUM(oi.amount) AS total<\/text>\n <text x=\"28\" y=\"80\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.44s\">FROM orders o<\/text>\n <text x=\"28\" y=\"92\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:100;animation-delay:0.48s\">JOIN customers c<\/text>\n <text x=\"28\" y=\"104\" fill=\"rgba(232,0,26,0.55)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:140;animation-delay:0.52s\"> ON o.cust_id = c.id<\/text>\n <text x=\"28\" y=\"116\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:120;animation-delay:0.56s\">JOIN order_items oi<\/text>\n <text x=\"28\" y=\"128\" fill=\"rgba(232,0,26,0.55)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:160;animation-delay:0.60s\"> ON oi.order_id = o.id<\/text>\n <text x=\"28\" y=\"140\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" 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style=\"--dash-len:620;animation-delay:0.78s\"\/>\n <text x=\"8\" y=\"203\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">\u25b6 1,248 rows \u00b7 0.032s \u00b7 Execution: OPTIMIZED<\/text>\n <\/svg>\n\n <!-- ERD \/ Schema diagram -->\n <svg class=\"animation_svg_card_1_1\" viewBox=\"0 0 240 210\" fill=\"none\">\n <text x=\"0\" y=\"13\" fill=\"rgba(232,0,26,0.45)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.1s\">SCHEMA \u00b7 ERD<\/text>\n <line x1=\"0\" y1=\"17\" x2=\"240\" y2=\"17\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:244;animation-delay:0.14s\"\/>\n\n <!-- orders table -->\n <rect class=\"atc-build\" x=\"78\" y=\"22\" width=\"84\" height=\"72\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:325;animation-delay:0.22s\"\/>\n <rect x=\"78\" y=\"22\" width=\"84\" height=\"13\" rx=\"4\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:195;animation-delay:0.30s\"\/>\n <text x=\"86\" y=\"32\" fill=\"#fff\" font-size=\"6.5\" font-family=\"Share Tech Mono\">ORDERS<\/text>\n <text x=\"84\" y=\"46\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">\ud83d\udd11 order_id INT PK<\/text>\n <text x=\"84\" y=\"57\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\"> cust_id INT FK<\/text>\n <text x=\"84\" y=\"67\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\"> status VARCHAR<\/text>\n <text x=\"84\" y=\"78\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\"> created_at DATE<\/text>\n <text x=\"84\" y=\"88\" fill=\"rgba(232,0,26,0.35)\" font-size=\"6\" font-family=\"Share Tech Mono\"> total DECIMAL<\/text>\n\n <!-- customers table -->\n <rect class=\"atc-build\" x=\"0\" y=\"120\" width=\"84\" height=\"72\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.5\" 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fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:325;animation-delay:0.32s\"\/>\n <rect x=\"156\" y=\"120\" width=\"84\" height=\"13\" rx=\"4\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:195;animation-delay:0.40s\"\/>\n <text x=\"164\" y=\"130\" fill=\"#fff\" font-size=\"6.5\" font-family=\"Share Tech Mono\">ORDER_ITEMS<\/text>\n <text x=\"162\" y=\"144\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">\ud83d\udd11 item_id INT PK<\/text>\n <text x=\"162\" y=\"155\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\"> order_id INT FK<\/text>\n <text x=\"162\" y=\"166\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\"> product_id INT<\/text>\n <text x=\"162\" y=\"177\" fill=\"rgba(232,0,26,0.35)\" font-size=\"6\" font-family=\"Share Tech Mono\"> amount DECIMAL<\/text>\n\n <!-- Relation lines -->\n <!-- orders \u2192 customers (1:N) -->\n <path class=\"atc-build\" d=\"M120 94 L120 110 L42 110 L42 120\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1.2\" fill=\"none\" style=\"--dash-len:110;animation-delay:0.55s\"\/>\n <circle cx=\"42\" cy=\"120\" r=\"2.5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:18;animation-delay:0.60s\"\/>\n <text x=\"76\" y=\"108\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">1 : N<\/text>\n\n <!-- orders \u2192 order_items (1:N) -->\n <path class=\"atc-build\" d=\"M120 94 L120 110 L198 110 L198 120\" stroke=\"rgba(232,0,26,0.45)\" stroke-width=\"1.2\" fill=\"none\" style=\"--dash-len:110;animation-delay:0.58s\"\/>\n <circle cx=\"198\" cy=\"120\" r=\"2.5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:18;animation-delay:0.63s\"\/>\n <text x=\"124\" y=\"108\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">1 : N<\/text>\n <\/svg>\n\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 2 \u2014 ETL \/ ELT Transform Engine\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"atc-card\" id=\"atc-de-card-2\">\n <div class=\"atc-card-label\">\u2014 Data Transformation<\/div>\n <div class=\"atc-card-title\">ETL \/ ELT Transform Engine<\/div>\n <div class=\"atc-icon-wrap\">\n <svg class=\"animation_svg_card_2\" viewBox=\"0 0 560 210\" fill=\"none\">\n\n <!-- \u2500\u2500 ETL Side (left) \u2500\u2500 -->\n <text x=\"0\" y=\"13\" fill=\"#e8001a\" font-size=\"9\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:40;animation-delay:0s\">ETL<\/text>\n <text x=\"36\" y=\"13\" fill=\"rgba(232,0,26,0.4)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:100;animation-delay:0.05s\">Extract \u2192 Transform \u2192 Load<\/text>\n <line x1=\"0\" y1=\"17\" x2=\"256\" y2=\"17\" stroke=\"rgba(232,0,26,0.12)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:260;animation-delay:0.08s\"\/>\n\n <!-- Extract box -->\n <rect class=\"atc-build\" x=\"0\" y=\"24\" width=\"70\" height=\"150\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:445;animation-delay:0.15s\"\/>\n <rect x=\"0\" y=\"24\" width=\"70\" height=\"16\" rx=\"5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:183;animation-delay:0.24s\"\/>\n <text x=\"8\" y=\"36\" fill=\"#fff\" font-size=\"8\" font-family=\"Share Tech Mono\">EXTRACT<\/text>\n <text x=\"6\" y=\"56\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">SOURCE A<\/text>\n <rect x=\"6\" y=\"59\" width=\"58\" height=\"3\" rx=\"1\" fill=\"rgba(232,0,26,0.2)\" class=\"atc-build\" style=\"--dash-len:70;animation-delay:0.35s\"\/>\n <text x=\"6\" y=\"72\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">SOURCE B<\/text>\n <rect x=\"6\" y=\"75\" width=\"48\" height=\"3\" rx=\"1\" fill=\"rgba(232,0,26,0.2)\" class=\"atc-build\" style=\"--dash-len:58;animation-delay:0.38s\"\/>\n <text x=\"6\" y=\"88\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">SOURCE C<\/text>\n <rect x=\"6\" y=\"91\" width=\"54\" height=\"3\" rx=\"1\" fill=\"rgba(232,0,26,0.2)\" class=\"atc-build\" style=\"--dash-len:64;animation-delay:0.41s\"\/>\n <text x=\"6\" y=\"118\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Full Load<\/text>\n <text x=\"6\" y=\"128\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Incremental<\/text>\n <text x=\"6\" y=\"138\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">CDC<\/text>\n <text x=\"6\" y=\"160\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Fivetran<\/text>\n <text x=\"6\" y=\"170\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Airbyte<\/text>\n\n <!-- Arrow E\u2192T -->\n <path class=\"atc-build\" d=\"M70 99 L88 99\" stroke=\"#e8001a\" stroke-width=\"1.5\" style=\"--dash-len:22;animation-delay:0.44s\"\/>\n <polygon points=\"85,95 94,99 85,103\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.47s\"\/>\n\n <!-- Transform box -->\n <rect class=\"atc-build\" x=\"94\" y=\"24\" width=\"70\" height=\"150\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"2\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:445;animation-delay:0.2s\"\/>\n <rect x=\"94\" y=\"24\" width=\"70\" height=\"16\" rx=\"5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:183;animation-delay:0.28s\"\/>\n <text x=\"96\" y=\"36\" fill=\"#fff\" font-size=\"8\" font-family=\"Share Tech Mono\">TRANSFORM<\/text>\n <text x=\"100\" y=\"54\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">FILTER<\/text>\n <text x=\"100\" y=\"66\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">DEDUPE<\/text>\n <text x=\"100\" y=\"78\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">NORMALIZE<\/text>\n <text x=\"100\" y=\"90\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">JOIN<\/text>\n <text x=\"100\" y=\"102\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">AGGREGATE<\/text>\n <text x=\"100\" y=\"114\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">CAST TYPES<\/text>\n <text x=\"100\" y=\"160\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Spark \u00b7 dbt<\/text>\n <text x=\"100\" y=\"170\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Glue \u00b7 Beam<\/text>\n\n <!-- Arrow T\u2192L -->\n <path class=\"atc-build\" d=\"M164 99 L182 99\" stroke=\"#e8001a\" stroke-width=\"1.5\" style=\"--dash-len:22;animation-delay:0.56s\"\/>\n <polygon points=\"179,95 188,99 179,103\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.59s\"\/>\n\n <!-- Load box -->\n <rect class=\"atc-build\" x=\"188\" y=\"24\" width=\"70\" height=\"150\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:445;animation-delay:0.25s\"\/>\n <rect x=\"188\" y=\"24\" width=\"70\" height=\"16\" rx=\"5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:183;animation-delay:0.32s\"\/>\n <text x=\"200\" y=\"36\" fill=\"#fff\" font-size=\"8\" font-family=\"Share Tech Mono\">LOAD<\/text>\n <!-- DB cylinder -->\n <ellipse cx=\"223\" cy=\"74\" rx=\"22\" ry=\"6\" stroke=\"#e8001a\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:88;animation-delay:0.52s\"\/>\n <rect x=\"201\" y=\"74\" width=\"44\" height=\"20\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:136;animation-delay:0.55s\"\/>\n <ellipse cx=\"223\" cy=\"94\" rx=\"22\" ry=\"6\" stroke=\"#e8001a\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:88;animation-delay:0.57s\"\/>\n <text x=\"196\" y=\"118\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\">DW TARGET<\/text>\n <text x=\"196\" y=\"160\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Snowflake<\/text>\n <text x=\"196\" y=\"170\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">BigQuery<\/text>\n\n <!-- Divider -->\n <line x1=\"282\" y1=\"0\" x2=\"282\" y2=\"210\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"1\" stroke-dasharray=\"4 4\" class=\"atc-build\" style=\"--dash-len:215;animation-delay:0.05s\"\/>\n\n <!-- \u2500\u2500 ELT Side (right) \u2500\u2500 -->\n <text x=\"292\" y=\"13\" fill=\"#e8001a\" font-size=\"9\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:40;animation-delay:0.05s\">ELT<\/text>\n <text x=\"328\" y=\"13\" fill=\"rgba(232,0,26,0.4)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:100;animation-delay:0.08s\">Extract \u2192 Load \u2192 Transform<\/text>\n <line x1=\"292\" y1=\"17\" x2=\"556\" y2=\"17\" stroke=\"rgba(232,0,26,0.12)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:268;animation-delay:0.1s\"\/>\n\n <!-- ELT Extract -->\n <rect class=\"atc-build\" x=\"292\" y=\"24\" width=\"70\" height=\"150\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:445;animation-delay:0.18s\"\/>\n <rect x=\"292\" y=\"24\" width=\"70\" height=\"16\" rx=\"5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:183;animation-delay:0.26s\"\/>\n <text x=\"300\" y=\"36\" fill=\"#fff\" font-size=\"8\" font-family=\"Share Tech Mono\">EXTRACT<\/text>\n <text x=\"298\" y=\"58\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\">Raw Data<\/text>\n <text x=\"298\" y=\"70\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\">Unstructured<\/text>\n <text x=\"298\" y=\"82\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\">Semi-struct.<\/text>\n <text x=\"298\" y=\"160\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Airbyte<\/text>\n\n <!-- ELT Arrow E\u2192L -->\n <path class=\"atc-build\" d=\"M362 99 L380 99\" stroke=\"#e8001a\" stroke-width=\"1.5\" style=\"--dash-len:22;animation-delay:0.48s\"\/>\n <polygon points=\"377,95 386,99 377,103\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.51s\"\/>\n\n <!-- ELT Load (raw into warehouse) -->\n <rect class=\"atc-build\" x=\"386\" y=\"24\" width=\"70\" height=\"150\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:445;animation-delay:0.22s\"\/>\n <rect x=\"386\" y=\"24\" width=\"70\" height=\"16\" rx=\"5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:183;animation-delay:0.30s\"\/>\n <text x=\"402\" y=\"36\" fill=\"#fff\" font-size=\"8\" font-family=\"Share Tech Mono\">LOAD<\/text>\n <text x=\"392\" y=\"56\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6\" font-family=\"Share Tech Mono\">Raw Zone<\/text>\n <ellipse cx=\"421\" cy=\"80\" rx=\"20\" ry=\"5\" stroke=\"rgba(232,0,26,0.5)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.52s\"\/>\n <rect x=\"401\" y=\"80\" width=\"40\" height=\"16\" fill=\"rgba(232,0,26,0.02)\" class=\"atc-build\" style=\"--dash-len:120;animation-delay:0.54s\"\/>\n <ellipse cx=\"421\" cy=\"96\" rx=\"20\" ry=\"5\" stroke=\"rgba(232,0,26,0.5)\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.03)\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.56s\"\/>\n <text x=\"392\" y=\"160\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Snowflake<\/text>\n\n <!-- ELT Arrow L\u2192T -->\n <path class=\"atc-build\" d=\"M456 99 L474 99\" stroke=\"#e8001a\" stroke-width=\"1.5\" style=\"--dash-len:22;animation-delay:0.60s\"\/>\n <polygon points=\"471,95 480,99 471,103\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.63s\"\/>\n\n <!-- ELT Transform (inside DW) -->\n <rect class=\"atc-build\" x=\"480\" y=\"24\" width=\"76\" height=\"150\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"2\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:455;animation-delay:0.26s\"\/>\n <rect x=\"480\" y=\"24\" width=\"76\" height=\"16\" rx=\"5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:199;animation-delay:0.34s\"\/>\n <text x=\"484\" y=\"36\" fill=\"#fff\" font-size=\"8\" font-family=\"Share Tech Mono\">TRANSFORM<\/text>\n <text x=\"486\" y=\"52\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">dbt Models<\/text>\n <text x=\"486\" y=\"64\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">SQL Views<\/text>\n <text x=\"486\" y=\"76\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">Stored Procs<\/text>\n <text x=\"486\" y=\"88\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">Materialise<\/text>\n <!-- dbt layers -->\n <text x=\"486\" y=\"110\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">staging\/<\/text>\n <text x=\"486\" y=\"120\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">intermediate\/<\/text>\n <text x=\"486\" y=\"130\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">marts\/<\/text>\n <text x=\"486\" y=\"160\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">dbt Core<\/text>\n <text x=\"486\" y=\"170\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">dbt Cloud<\/text>\n\n <!-- Key difference label -->\n <text x=\"292\" y=\"200\" fill=\"rgba(232,0,26,0.3)\" font-size=\"6\" font-family=\"Share Tech Mono\">ELT leverages cloud DW compute power for in-place transformation<\/text>\n\n <\/svg>\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 3 \u2014 Data Warehouse Architecture\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"atc-card\" id=\"atc-de-card-3\">\n <div class=\"atc-card-label\">\u2014 Analytics Layer<\/div>\n <div class=\"atc-card-title\">Data Warehouse & Dimensional Modelling<\/div>\n <div class=\"atc-icon-wrap atc-top\" style=\"gap:18px\">\n\n <!-- Star schema diagram -->\n <svg class=\"animation_svg_card_3_1\" viewBox=\"0 0 310 210\" fill=\"none\">\n <text x=\"0\" y=\"13\" fill=\"rgba(232,0,26,0.45)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0s\">STAR SCHEMA<\/text>\n <line x1=\"0\" y1=\"17\" x2=\"310\" y2=\"17\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:315;animation-delay:0.04s\"\/>\n\n <!-- Center FACT table -->\n <rect class=\"atc-build\" x=\"108\" y=\"76\" width=\"94\" height=\"56\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"2\" fill=\"rgba(232,0,26,0.06)\" style=\"--dash-len:305;animation-delay:0.18s\"\/>\n <rect x=\"108\" y=\"76\" width=\"94\" height=\"14\" rx=\"5\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:220;animation-delay:0.26s\"\/>\n <text x=\"122\" y=\"87\" fill=\"#fff\" font-size=\"8\" font-family=\"Share Tech Mono\">FACT SALES<\/text>\n <text x=\"114\" y=\"102\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">order_key FK<\/text>\n <text x=\"114\" y=\"112\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">product_key FK<\/text>\n <text x=\"114\" y=\"122\" fill=\"rgba(232,0,26,0.65)\" font-size=\"6\" font-family=\"Share Tech Mono\">amount MEASURE<\/text>\n\n <!-- DIM: Date top -->\n <rect class=\"atc-build\" x=\"108\" y=\"22\" width=\"94\" height=\"44\" rx=\"4\" stroke=\"rgba(232,0,26,0.6)\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:282;animation-delay:0.24s\"\/>\n <rect x=\"108\" y=\"22\" width=\"94\" height=\"12\" rx=\"4\" fill=\"rgba(232,0,26,0.65)\" class=\"atc-build\" style=\"--dash-len:220;animation-delay:0.32s\"\/>\n <text x=\"119\" y=\"31\" fill=\"#fff\" font-size=\"7\" font-family=\"Share Tech Mono\">DIM DATE<\/text>\n <text x=\"114\" y=\"44\" fill=\"rgba(232,0,26,0.55)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">date_key PK<\/text>\n <text x=\"114\" y=\"54\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">year \u00b7 month \u00b7 day<\/text>\n <!-- Relation line top -->\n <line x1=\"155\" y1=\"66\" x2=\"155\" y2=\"76\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" stroke-dasharray=\"3 2\" class=\"atc-build\" style=\"--dash-len:14;animation-delay:0.45s\"\/>\n <circle cx=\"155\" cy=\"66\" r=\"2.5\" stroke=\"#e8001a\" 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font-family=\"Share Tech Mono\">DATA MARTS<\/text>\n\n <rect class=\"atc-build\" x=\"0\" y=\"78\" width=\"230\" height=\"24\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.35)\" style=\"--dash-len:512;animation-delay:0.32s\"\/>\n <text x=\"10\" y=\"94\" fill=\"#fff\" font-size=\"8\" font-family=\"Share Tech Mono\">INTEGRATED DW LAYER<\/text>\n\n <rect class=\"atc-build\" x=\"0\" y=\"106\" width=\"230\" height=\"24\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.2)\" style=\"--dash-len:512;animation-delay:0.38s\"\/>\n <text x=\"10\" y=\"122\" fill=\"#e8001a\" font-size=\"8\" font-family=\"Share Tech Mono\">STAGING \/ ODS LAYER<\/text>\n\n <rect class=\"atc-build\" x=\"0\" y=\"134\" width=\"230\" height=\"24\" rx=\"3\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.06)\" style=\"--dash-len:512;animation-delay:0.44s\"\/>\n <text x=\"10\" y=\"150\" fill=\"rgba(232,0,26,0.7)\" font-size=\"8\" font-family=\"Share Tech Mono\">RAW \/ LANDING ZONE<\/text>\n\n <!-- Platforms -->\n <text x=\"0\" y=\"176\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.55s\">PLATFORMS:<\/text>\n <rect x=\"0\" y=\"180\" width=\"50\" height=\"14\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:133;animation-delay:0.62s\"\/>\n <text x=\"6\" y=\"190\" fill=\"#e8001a\" font-size=\"6.5\" font-family=\"Share Tech Mono\">Snowflake<\/text>\n <rect x=\"56\" y=\"180\" width=\"44\" height=\"14\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:120;animation-delay:0.65s\"\/>\n <text x=\"62\" y=\"190\" fill=\"#e8001a\" font-size=\"6.5\" font-family=\"Share Tech Mono\">BigQuery<\/text>\n <rect x=\"106\" y=\"180\" width=\"42\" height=\"14\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:115;animation-delay:0.68s\"\/>\n <text x=\"112\" y=\"190\" fill=\"#e8001a\" font-size=\"6.5\" font-family=\"Share Tech Mono\">Redshift<\/text>\n <rect x=\"154\" y=\"180\" width=\"40\" height=\"14\" rx=\"3\" stroke=\"#e8001a\" stroke-width=\"1\" fill=\"rgba(232,0,26,0.04)\" class=\"atc-build\" style=\"--dash-len:112;animation-delay:0.71s\"\/>\n <text x=\"160\" y=\"190\" fill=\"#e8001a\" font-size=\"6.5\" font-family=\"Share Tech Mono\">Synapse<\/text>\n <\/svg>\n\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 4 \u2014 Streaming & Real-Time + Orchestration\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"atc-card\" id=\"atc-de-card-4\">\n <div class=\"atc-card-label\">\u2014 Streaming & Orchestration<\/div>\n <div class=\"atc-card-title\">Real-Time Pipelines & Workflow Orchestration<\/div>\n <div class=\"atc-icon-wrap atc-top\" style=\"gap:20px\">\n\n <!-- Streaming pipeline -->\n <svg class=\"animation_svg_card_4_1\" viewBox=\"0 0 310 210\" fill=\"none\">\n <text x=\"0\" y=\"13\" fill=\"rgba(232,0,26,0.45)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0s\">REAL-TIME STREAMING<\/text>\n <line x1=\"0\" y1=\"17\" x2=\"310\" y2=\"17\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:315;animation-delay:0.04s\"\/>\n\n <!-- Producers -->\n <rect class=\"atc-build\" x=\"0\" y=\"24\" width=\"62\" height=\"70\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:270;animation-delay:0.12s\"\/>\n <text x=\"6\" y=\"40\" fill=\"#e8001a\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:50;animation-delay:0.22s\">PRODUCE<\/text>\n <line x1=\"6\" y1=\"45\" x2=\"56\" y2=\"45\" stroke=\"rgba(232,0,26,0.12)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:56;animation-delay:0.26s\"\/>\n <text x=\"6\" y=\"58\" fill=\"rgba(232,0,26,0.55)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">App Events<\/text>\n <text x=\"6\" y=\"68\" fill=\"rgba(232,0,26,0.55)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">IoT Sensors<\/text>\n <text x=\"6\" y=\"78\" fill=\"rgba(232,0,26,0.55)\" font-size=\"5.5\" font-family=\"Share Tech Mono\">Clickstream<\/text>\n <text x=\"6\" y=\"88\" fill=\"rgba(232,0,26,0.4)\" font-size=\"5\" font-family=\"Share Tech Mono\">Logs \u00b7 CDC<\/text>\n\n <!-- Arrow \u2192 Kafka -->\n <path class=\"atc-build\" d=\"M62 59 L84 59\" stroke=\"#e8001a\" stroke-width=\"1.5\" style=\"--dash-len:26;animation-delay:0.36s\"\/>\n <polygon points=\"81,55 90,59 81,63\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:22;animation-delay:0.39s\"\/>\n\n <!-- Kafka \/ Message broker -->\n <rect class=\"atc-build\" x=\"90\" y=\"24\" width=\"70\" height=\"70\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"2\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:285;animation-delay:0.18s\"\/>\n <text x=\"103\" y=\"42\" fill=\"#e8001a\" font-size=\"9\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.28s\">KAFKA<\/text>\n <!-- Partitions visual -->\n <rect x=\"96\" y=\"48\" width=\"58\" height=\"5\" rx=\"1\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:125;animation-delay:0.38s\"\/>\n <rect 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fill=\"rgba(232,0,26,0.3)\" font-size=\"4.5\" font-family=\"Share Tech Mono\">Redis<\/text>\n\n <!-- Real-time metrics bars -->\n <text x=\"0\" y=\"116\" fill=\"rgba(232,0,26,0.45)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.40s\">THROUGHPUT \u00b7 msgs\/sec<\/text>\n <rect x=\"0\" y=\"120\" width=\"310\" height=\"5\" rx=\"2\" fill=\"rgba(232,0,26,0.08)\" class=\"atc-build\" style=\"--dash-len:625;animation-delay:0.55s\"\/>\n <rect x=\"0\" y=\"120\" width=\"240\" height=\"5\" rx=\"2\" fill=\"#e8001a\" class=\"atc-build\" style=\"--dash-len:485;animation-delay:0.60s\"\/>\n <text x=\"245\" y=\"127\" fill=\"#e8001a\" font-size=\"6\" font-family=\"Share Tech Mono\">48K\/s<\/text>\n\n <text x=\"0\" y=\"138\" fill=\"rgba(232,0,26,0.45)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.45s\">LATENCY \u00b7 p99 ms<\/text>\n <rect x=\"0\" y=\"142\" width=\"310\" 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stroke-width=\"1.2\" class=\"atc-build\" style=\"--dash-len:60;animation-delay:0.60s\"\/>\n <line x1=\"158\" y1=\"88\" x2=\"110\" y2=\"112\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" class=\"atc-build\" style=\"--dash-len:60;animation-delay:0.62s\"\/>\n <line x1=\"110\" y1=\"134\" x2=\"62\" y2=\"156\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.65s\"\/>\n <line x1=\"110\" y1=\"134\" x2=\"158\" y2=\"156\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.67s\"\/>\n\n <!-- Arrowheads -->\n <polygon points=\"59,63 62,72 68,63\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.70s\"\/>\n <polygon points=\"155,63 158,72 164,63\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.72s\"\/>\n <polygon points=\"107,109 110,118 116,109\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.74s\"\/>\n <polygon points=\"59,153 62,162 68,153\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.76s\"\/>\n <polygon points=\"155,153 158,162 164,153\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:20;animation-delay:0.78s\"\/>\n\n <!-- Tools -->\n <text x=\"0\" y=\"198\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:100;animation-delay:0.80s\">Airflow \u00b7 Prefect \u00b7 Dagster \u00b7 Mage<\/text>\n <\/svg>\n\n <\/div>\n <\/div>\n\n <!-- \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n CARD 5 \u2014 Data Quality & Governance\n \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550 -->\n <div class=\"atc-card\" id=\"atc-de-card-5\">\n <div class=\"atc-card-label\">\u2014 Quality & Governance<\/div>\n <div class=\"atc-card-title\">Data Quality, Cataloguing & Governance<\/div>\n <div class=\"atc-icon-wrap atc-top\" style=\"gap:20px\">\n\n <!-- Data Quality Dashboard -->\n <svg class=\"animation_svg_card_5_1\" viewBox=\"0 0 300 210\" fill=\"none\">\n <text x=\"0\" y=\"13\" fill=\"rgba(232,0,26,0.45)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0s\">DATA QUALITY SCORECARD<\/text>\n <line x1=\"0\" y1=\"17\" x2=\"300\" y2=\"17\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:304;animation-delay:0.04s\"\/>\n\n <!-- Score tiles -->\n <rect class=\"atc-build\" x=\"0\" y=\"22\" width=\"68\" height=\"56\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:252;animation-delay:0.14s\"\/>\n <text x=\"6\" y=\"38\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">COMPLETENESS<\/text>\n <text x=\"10\" y=\"62\" fill=\"#e8001a\" font-size=\"20\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.28s\">98%<\/text>\n\n <rect class=\"atc-build\" x=\"76\" y=\"22\" width=\"68\" height=\"56\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:252;animation-delay:0.18s\"\/>\n <text x=\"82\" y=\"38\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">ACCURACY<\/text>\n <text x=\"86\" y=\"62\" fill=\"#e8001a\" font-size=\"20\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.32s\">95%<\/text>\n\n <rect class=\"atc-build\" x=\"152\" y=\"22\" width=\"68\" height=\"56\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:252;animation-delay:0.22s\"\/>\n <text x=\"158\" y=\"38\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">CONSISTENCY<\/text>\n <text x=\"162\" y=\"62\" fill=\"#e8001a\" font-size=\"20\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.36s\">91%<\/text>\n\n <rect class=\"atc-build\" x=\"228\" y=\"22\" width=\"68\" height=\"56\" rx=\"5\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:252;animation-delay:0.26s\"\/>\n <text x=\"234\" y=\"38\" fill=\"rgba(232,0,26,0.5)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">TIMELINESS<\/text>\n <text x=\"238\" y=\"62\" fill=\"#e8001a\" font-size=\"20\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.40s\">99%<\/text>\n\n <!-- Test Results table -->\n <text x=\"0\" y=\"96\" fill=\"rgba(232,0,26,0.45)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.35s\">QUALITY CHECKS<\/text>\n <line x1=\"0\" y1=\"100\" x2=\"300\" y2=\"100\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:304;animation-delay:0.39s\"\/>\n <!-- Table header -->\n <rect x=\"0\" y=\"102\" width=\"300\" height=\"12\" fill=\"rgba(232,0,26,0.06)\" class=\"atc-build\" style=\"--dash-len:614;animation-delay:0.42s\"\/>\n <text x=\"4\" y=\"111\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">CHECK<\/text>\n <text x=\"170\" y=\"111\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">TABLE<\/text>\n <text x=\"240\" y=\"111\" fill=\"rgba(232,0,26,0.55)\" font-size=\"6\" font-family=\"Share Tech Mono\">STATUS<\/text>\n\n <!-- Rows -->\n <text x=\"4\" y=\"124\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.50s\">not_null(order_id)<\/text>\n <text x=\"170\" y=\"124\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\">orders<\/text>\n <rect x=\"240\" y=\"118\" width=\"34\" height=\"10\" rx=\"3\" fill=\"rgba(0,200,100,0.15)\" stroke=\"rgba(0,200,100,0.4)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:92;animation-delay:0.54s\"\/>\n <text x=\"246\" y=\"126\" fill=\"rgba(0,180,80,0.85)\" font-size=\"6\" font-family=\"Share Tech Mono\">PASS<\/text>\n\n <text x=\"4\" y=\"138\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.54s\">unique(customer_id)<\/text>\n <text x=\"170\" y=\"138\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\">customers<\/text>\n <rect x=\"240\" y=\"132\" width=\"34\" height=\"10\" rx=\"3\" fill=\"rgba(0,200,100,0.15)\" stroke=\"rgba(0,200,100,0.4)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:92;animation-delay:0.58s\"\/>\n <text x=\"246\" y=\"140\" fill=\"rgba(0,180,80,0.85)\" font-size=\"6\" font-family=\"Share Tech Mono\">PASS<\/text>\n\n <text x=\"4\" y=\"152\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.58s\">accepted_values(status)<\/text>\n <text x=\"170\" y=\"152\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\">orders<\/text>\n <rect x=\"240\" y=\"146\" width=\"34\" height=\"10\" rx=\"3\" fill=\"rgba(232,0,26,0.1)\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:92;animation-delay:0.62s\"\/>\n <text x=\"244\" y=\"154\" fill=\"rgba(232,0,26,0.8)\" font-size=\"6\" font-family=\"Share Tech Mono\">WARN<\/text>\n\n <text x=\"4\" y=\"166\" fill=\"rgba(232,0,26,0.6)\" font-size=\"6\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:80;animation-delay:0.62s\">row_count > 0<\/text>\n <text x=\"170\" y=\"166\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6\" font-family=\"Share Tech Mono\">order_items<\/text>\n <rect x=\"240\" y=\"160\" width=\"34\" height=\"10\" rx=\"3\" fill=\"rgba(0,200,100,0.15)\" stroke=\"rgba(0,200,100,0.4)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:92;animation-delay:0.66s\"\/>\n <text x=\"246\" y=\"168\" fill=\"rgba(0,180,80,0.85)\" font-size=\"6\" font-family=\"Share Tech Mono\">PASS<\/text>\n\n <text x=\"0\" y=\"196\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:100;animation-delay:0.72s\">Great Expectations \u00b7 dbt Tests \u00b7 Soda Core \u00b7 Monte Carlo<\/text>\n <\/svg>\n\n <!-- Data Catalog & Lineage -->\n <svg class=\"animation_svg_card_5_2\" viewBox=\"0 0 225 210\" fill=\"none\">\n <text x=\"0\" y=\"13\" fill=\"rgba(232,0,26,0.45)\" font-size=\"7\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.06s\">DATA LINEAGE<\/text>\n <line x1=\"0\" y1=\"17\" x2=\"225\" y2=\"17\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:229;animation-delay:0.10s\"\/>\n\n <!-- Source node -->\n <rect class=\"atc-build\" x=\"0\" y=\"28\" width=\"62\" height=\"28\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"1.5\" fill=\"rgba(232,0,26,0.04)\" style=\"--dash-len:185;animation-delay:0.18s\"\/>\n <text x=\"6\" y=\"42\" fill=\"#e8001a\" font-size=\"6.5\" font-family=\"Share Tech Mono\">raw_orders<\/text>\n <text x=\"6\" y=\"51\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5\" font-family=\"Share Tech Mono\">Source \u00b7 S3<\/text>\n\n <!-- stg node -->\n <rect class=\"atc-build\" x=\"0\" y=\"72\" width=\"72\" height=\"28\" rx=\"4\" 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fill=\"rgba(232,0,26,0.03)\" style=\"--dash-len:205;animation-delay:0.36s\"\/>\n <text x=\"6\" y=\"130\" fill=\"rgba(232,0,26,0.8)\" font-size=\"6.5\" font-family=\"Share Tech Mono\">dim_customers<\/text>\n <text x=\"6\" y=\"139\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5\" font-family=\"Share Tech Mono\">Dimension \u00b7 DW<\/text>\n\n <!-- fact node -->\n <rect class=\"atc-build\" x=\"88\" y=\"116\" width=\"72\" height=\"28\" rx=\"4\" stroke=\"#e8001a\" stroke-width=\"2\" fill=\"rgba(232,0,26,0.06)\" style=\"--dash-len:205;animation-delay:0.40s\"\/>\n <text x=\"94\" y=\"130\" fill=\"#e8001a\" font-size=\"6.5\" font-family=\"Share Tech Mono\">fct_sales<\/text>\n <text x=\"94\" y=\"139\" fill=\"rgba(232,0,26,0.35)\" font-size=\"5\" font-family=\"Share Tech Mono\">Fact \u00b7 DW<\/text>\n\n <!-- Lineage arrows -->\n <path class=\"atc-build\" d=\"M31 56 L31 72\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" style=\"--dash-len:18;animation-delay:0.50s\"\/>\n <polygon points=\"27,70 31,76 35,70\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:16;animation-delay:0.53s\"\/>\n <path class=\"atc-build\" d=\"M72 80 L88 64\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" style=\"--dash-len:26;animation-delay:0.55s\"\/>\n <polygon points=\"85,61 92,66 86,70\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:16;animation-delay:0.58s\"\/>\n <path class=\"atc-build\" d=\"M36 100 L36 116\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" style=\"--dash-len:18;animation-delay:0.60s\"\/>\n <polygon points=\"32,114 36,120 40,114\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:16;animation-delay:0.63s\"\/>\n <path class=\"atc-build\" d=\"M128 78 L128 116\" stroke=\"rgba(232,0,26,0.4)\" stroke-width=\"1.2\" style=\"--dash-len:40;animation-delay:0.62s\"\/>\n <polygon points=\"124,114 128,120 132,114\" fill=\"rgba(232,0,26,0.5)\" class=\"atc-build\" style=\"--dash-len:16;animation-delay:0.65s\"\/>\n\n <!-- Catalog section -->\n <line x1=\"0\" y1=\"158\" x2=\"225\" y2=\"158\" stroke=\"rgba(232,0,26,0.1)\" stroke-width=\"0.8\" class=\"atc-build\" style=\"--dash-len:229;animation-delay:0.65s\"\/>\n <text x=\"0\" y=\"170\" fill=\"rgba(232,0,26,0.4)\" font-size=\"6.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:55;animation-delay:0.70s\">DATA CATALOG<\/text>\n <text x=\"0\" y=\"182\" fill=\"rgba(232,0,26,0.3)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:100;animation-delay:0.74s\">Apache Atlas \u00b7 DataHub \u00b7 Collibra<\/text>\n <text x=\"0\" y=\"194\" fill=\"rgba(232,0,26,0.25)\" font-size=\"5.5\" font-family=\"Share Tech Mono\" class=\"atc-build\" style=\"--dash-len:100;animation-delay:0.78s\">Alation \u00b7 Amundsen \u00b7 OpenMetadata<\/text>\n <\/svg>\n\n <\/div>\n <\/div>\n\n <!-- Status bar -->\n <div class=\"atc-status-bar\">\n <div class=\"atc-sdot\"><\/div>\n <span id=\"atc-de-status\">INITIALIZING DATA PIPELINE...<\/span>\n <\/div>\n <\/div><!-- \/atc-scene -->\n\n<\/div><!-- \/atc-de -->\n\n<script>\n(function () {\n 'use strict';\n\n \/* \u2500\u2500 Neural background canvas \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 *\/\n const canvas = document.getElementById('atc-de-canvas');\n if (!canvas) return;\n const ctx = canvas.getContext('2d');\n const W = canvas.width, H = canvas.height;\n\n const nodes = Array.from({ length: 44 }, () => ({\n x: Math.random() * W,\n y: Math.random() * H,\n vx: (Math.random() - 0.5) * 0.3,\n vy: (Math.random() - 0.5) * 0.3,\n r: Math.random() * 1.8 + 1.0,\n pulse: Math.random() * Math.PI * 2\n }));\n\n const packets = Array.from({ length: 12 }, () => ({\n from: Math.floor(Math.random() * nodes.length),\n to: Math.floor(Math.random() * nodes.length),\n t: Math.random(),\n speed: 0.003 + Math.random() * 0.005\n }));\n\n function drawNeural() {\n ctx.clearRect(0, 0, W, H);\n for (let i = 0; i < nodes.length; i++) {\n for (let j = i + 1; j < nodes.length; j++) {\n const dx = nodes[j].x - nodes[i].x;\n const dy = nodes[j].y - nodes[i].y;\n const d = Math.sqrt(dx * dx + dy * dy);\n if (d < 110) {\n ctx.beginPath();\n ctx.moveTo(nodes[i].x, nodes[i].y);\n ctx.lineTo(nodes[j].x, nodes[j].y);\n ctx.strokeStyle = `rgba(232,0,26,${(1 - d \/ 110) * 0.11})`;\n ctx.lineWidth = 0.7;\n ctx.stroke();\n }\n }\n }\n nodes.forEach(n => {\n n.pulse += 0.016;\n ctx.beginPath();\n ctx.arc(n.x, n.y, n.r + Math.sin(n.pulse) * 0.55, 0, Math.PI * 2);\n ctx.fillStyle = 'rgba(232,0,26,0.48)';\n ctx.fill();\n n.x += n.vx; n.y += n.vy;\n if (n.x < 0 || n.x > W) n.vx *= -1;\n if (n.y < 0 || n.y > H) n.vy *= -1;\n });\n packets.forEach(p => {\n p.t += p.speed;\n if (p.t > 1) {\n p.t = 0;\n p.from = p.to;\n p.to = Math.floor(Math.random() * nodes.length);\n }\n const f = nodes[p.from], t = nodes[p.to];\n ctx.beginPath();\n ctx.arc(\n f.x + (t.x - f.x) * 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statusTexts[current];\n if (progressEl) {\n progressEl.style.transition = 'none';\n progressEl.style.width = '0%';\n requestAnimationFrame(() => {\n progressEl.style.transition = 'width 2.2s linear';\n progressEl.style.width = '100%';\n });\n }\n }\n\n goTo(0);\n setInterval(() => goTo((current + 1) % TOTAL), 3000);\n\n})();\n<\/script>\n<\/body>\n<\/html>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_1 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_1 et_pb_row et_flex_row et_animated\">\n<div class=\"et_pb_column_2 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_2 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2 class=\"at-no-padding-bottom\">Scalable Data Engineering Services for <span class=\"at-header-color\"> Analytics, Automation, and Enterprise Transformation<\/span><\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_3 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Our data engineering services enable organizations to collect, process, store, and analyze large volumes of data efficiently. From data pipelines and warehousing to analytics and AI-ready architectures, we create robust foundations for data-driven businesses.<\/p>\n<p>Whether you are modernizing legacy systems or building a cloud-native data platform, our engineers help streamline your entire data lifecycle.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_2 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_2 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_3 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_8_24 et_flex_column_8_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_blurb_0 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_animated et_pb_module et_flex_module\"><div class=\"et_pb_blurb_content et_flex_module\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap et_pb_only_image_mode_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/DevOps-Consulting-Services.webp\" alt=\"DevOps Consulting Services\" width=\"140\" height=\"140\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/DevOps-Consulting-Services.webp 140w\" sizes=\"(max-width: 140px) 100vw, 140px\" class=\"et_animated wp-image-238471\" title=\"DevOps Consulting Services\" \/><\/span><\/div><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Scalable Data Pipelines<\/h3><div class=\"et_pb_blurb_description\"><p>Develop reliable ETL and ELT pipelines that automate data collection, transformation, and synchronization across enterprise applications, APIs, cloud systems, and databases for faster and accurate business insights.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_4 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_8_24 et_flex_column_8_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_blurb_1 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_animated et_pb_module et_flex_module\"><div class=\"et_pb_blurb_content et_flex_module\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap et_pb_only_image_mode_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/DevOps-Managed-Services.webp\" alt=\"DevOps Managed Services\" width=\"140\" height=\"140\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/DevOps-Managed-Services.webp 140w\" sizes=\"(max-width: 140px) 100vw, 140px\" class=\"et_animated wp-image-238472\" title=\"DevOps Managed Services\" \/><\/span><\/div><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Real-Time Data Processing<\/h3><div class=\"et_pb_blurb_description\"><p>Enable live analytics and event-driven architectures with real-time data streaming solutions that support operational intelligence, monitoring, automation, and faster decision-making capabilities.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_5 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_8_24 et_flex_column_8_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_blurb_2 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_animated et_pb_module et_flex_module\"><div class=\"et_pb_blurb_content et_flex_module\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap et_pb_only_image_mode_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/Application-and-Cloud-Management.webp\" alt=\"Application and Cloud Management\" width=\"140\" height=\"140\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/Application-and-Cloud-Management.webp 140w\" sizes=\"(max-width: 140px) 100vw, 140px\" class=\"et_animated wp-image-238469\" title=\"Application and Cloud Management\" \/><\/span><\/div><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">Data Warehousing Solutions<\/h3><div class=\"et_pb_blurb_description\"><p>Create centralized and optimized data warehouses that improve reporting accuracy, business intelligence, analytics performance, and enterprise-wide access to structured organizational data.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_3 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_6 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_8_24 et_flex_column_8_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_blurb_3 et_pb_blurb et_pb_bg_layout_light et_pb_blurb_position_top et_animated et_pb_module et_flex_module\"><div class=\"et_pb_blurb_content et_flex_module\"><div class=\"et_pb_main_blurb_image\"><span class=\"et_pb_image_wrap et_pb_only_image_mode_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/CD-Pipeline.webp\" alt=\"CI-CD Pipeline\" width=\"140\" height=\"140\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/01\/CD-Pipeline.webp 140w\" sizes=\"(max-width: 140px) 100vw, 140px\" class=\"et_animated wp-image-238470\" title=\"CI-CD Pipeline\" \/><\/span><\/div><div class=\"et_pb_blurb_container\"><h3 class=\"et_pb_module_header\">AI-Ready Data Architecture<\/h3><div class=\"et_pb_blurb_description\"><p>Prepare clean, governed, and scalable data foundations that support machine learning, predictive analytics, LLM applications, and intelligent automation initiatives across business operations.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_7 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_animated et_flex_column_16_24 et_flex_column_16_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_4 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>We help building reliable, scalable, and intelligent data ecosystems designed to support automation, analytics, and AI-driven business operations.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_0_wrapper\"><a class=\"et_pb_button_0 et_pb_button et_pb_bg_layout_light et_pb_module et_flex_module pbtn\" href=\"\" data-icon=\"$\" id=\"block_link\">GET YOUR SOLUTION<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_3 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_4 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_8 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_5 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2 class=\"at-no-padding-bottom\">Why Choose Us For <span class=\"at-header-color\"> Data Engineering<\/span>?<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_6 et_pb_text et_pb_bg_layout_light et_animated et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>We work with enterprise-grade databases including SQL Server, MySQL, PostgreSQL, MongoDB, Oracle, and Redis to build scalable, secure, and high-performance data infrastructures for modern business applications.<\/p>\n<p>Our engineers leverage technologies such as Python, Apache Spark, Kafka, Airflow, Hadoop, and dbt to develop robust ETL pipelines, real-time processing systems, and large-scale data transformation workflows.<\/p>\n<p>We build cloud-native data ecosystems using Snowflake, Azure Data Factory, Azure Synapse, Databricks, AWS Redshift, and BigQuery to enable scalable analytics, centralized reporting, and intelligent data operations.<\/p>\n<p>We utilize modern analytics and visualization platforms including Power BI, Tableau, Looker, Elasticsearch, and Kibana to help organizations gain actionable insights through interactive dashboards and reporting solutions.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_4 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_5 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_9 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_group_carousel_0 et_pb_group_carousel et_pb_group et_pb_module et_pb_group_carousel_center_mode et_pb_group_carousel_dots_disabled et_pb_group_carousel_slides_7\"><div class=\"et_pb_group_carousel_container\"><div class=\"et_pb_group_carousel_track\"><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_0 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_1 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/React.webp\" alt=\"React\" title=\"React\" width=\"100\" height=\"100\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/React.webp 100w\" sizes=\"(max-width: 100px) 100vw, 100px\" class=\"wp-image-131\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_1 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_2 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/PyTorch.webp\" alt=\"PyTorch\" title=\"PyTorch\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/PyTorch.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-130\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_2 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_3 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Python.webp\" alt=\"Python\" title=\"Python\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Python.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-129\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_3 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_4 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/PHP.webp\" alt=\"PHP\" title=\"PHP\" width=\"100\" height=\"100\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/PHP.webp 100w\" sizes=\"(max-width: 100px) 100vw, 100px\" class=\"wp-image-128\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_4 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_5 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Microsoft-NET.webp\" alt=\"Microsoft NET\" title=\"Microsoft NET\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Microsoft-NET.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-127\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_5 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_6 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/JAX.webp\" alt=\"JAX\" title=\"JAX\" width=\"250\" height=\"145\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/JAX.webp 250w\" sizes=\"(max-width: 250px) 100vw, 250px\" class=\"wp-image-126\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_6 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_7 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Jasper-AI.webp\" alt=\"Jasper AI\" title=\"Jasper AI\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Jasper-AI.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-125\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_7 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_8 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Gemini.webp\" alt=\"Gemini\" title=\"Gemini\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Gemini.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-124\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_8 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_9 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/flutter.webp\" alt=\"flutter\" title=\"flutter\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/flutter.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-123\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_9 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_10 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Flow.webp\" alt=\"Flow\" title=\"Flow\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Flow.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-122\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_10 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_11 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Core-ML.webp\" alt=\"Core ML\" title=\"Core ML\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Core-ML.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-121\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_11 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_12 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Claude-AI.webp\" alt=\"Claude AI\" title=\"Claude AI\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Claude-AI.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-120\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_12 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_13 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/ChatGPT.webp\" alt=\"ChatGPT\" title=\"ChatGPT\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/ChatGPT.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-119\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_13 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_14 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Apple.webp\" alt=\"Apple\" title=\"Apple\" width=\"100\" height=\"100\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Apple.webp 100w\" sizes=\"(max-width: 100px) 100vw, 100px\" class=\"wp-image-118\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_14 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_15 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Angular.webp\" alt=\"Angular\" title=\"Angular\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Angular.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-117\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_15 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_16 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Android.webp\" alt=\"Android\" title=\"Android\" width=\"100\" height=\"100\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2025\/12\/Android.webp 100w\" sizes=\"(max-width: 100px) 100vw, 100px\" class=\"wp-image-116\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_16 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_17 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/AWS-Logo.webp\" alt=\"AWS\" title=\"AWS\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/AWS-Logo.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-23857820\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_17 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_18 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure.webp\" title=\"Azure\" width=\"1600\" height=\"1600\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure.webp 1600w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure-1280x1280.webp 1280w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure-980x980.webp 980w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Azure-480x480.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 1600px, 100vw\" class=\"wp-image-23857836\" alt=\"Azure\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_18 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_19 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MongoDB.webp\" title=\"MongoDB\" width=\"512\" height=\"512\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MongoDB.webp 512w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MongoDB-480x480.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 512px, 100vw\" class=\"wp-image-23857837\" alt=\"MongoDB\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_19 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_20 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MSSQL-Server-Logo.webp\" alt=\"MSSQL Server\" title=\"MSSQL Server\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MSSQL-Server-Logo.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-23857817\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_20 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_21 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MySQL-Logo.webp\" alt=\"MySQL\" title=\"MySQL\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/MySQL-Logo.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-23857816\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_21 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_22 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/PostgreSQL-Logo.webp\" alt=\"PostgreSQL\" title=\"PostgreSQL\" width=\"128\" height=\"128\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/PostgreSQL-Logo.webp 128w\" sizes=\"(max-width: 128px) 100vw, 128px\" class=\"wp-image-23857815\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_22 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_23 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Vue.webp\" alt=\"Vue\" title=\"Vue\" width=\"438\" height=\"378\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Vue.webp 438w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Vue-300x259.webp 300w\" sizes=\"(max-width: 438px) 100vw, 438px\" class=\"wp-image-23857839\" \/><\/span><\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_23 et_pb_group et-last-child et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_24 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Weaviate2.webp\" alt=\"Weaviate\" title=\"Weaviate\" width=\"418\" height=\"321\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Weaviate2.webp 418w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/03\/Weaviate2-300x230.webp 300w\" sizes=\"(max-width: 418px) 100vw, 418px\" class=\"wp-image-23857838\" \/><\/span><\/div>\n<\/div><\/div><\/div><\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_5 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_6 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_10 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_7 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2 class=\"at-no-padding-bottom\">Our <span class=\"at-header-color\">Case Study<\/span><\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_8 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Turning challenges into measurable outcomes.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_7 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_11 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_group_carousel_1 et_pb_group_carousel et_pb_group et_pb_module et_pb_group_carousel_arrows_outside et_pb_group_carousel_dots_disabled et_pb_group_carousel_slides_2\"><div class=\"et_pb_group_carousel_container\"><div class=\"et_pb_group_carousel_track\"><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_24 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_25 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/ewallet-solution\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/eWallet-Solution.webp\" alt=\"eWallet Solution\" title=\"eWallet Solution\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/eWallet-Solution.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/eWallet-Solution-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858496\" \/><\/span><\/a>\n<div class=\"et_pb_text_9 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>eWallet Solution<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_25 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_26 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/bank-locator-app\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Bank-Locator-Mobile-App.webp\" alt=\"Bank Locator Mobile App\" title=\"Bank Locator Mobile App\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Bank-Locator-Mobile-App.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Bank-Locator-Mobile-App-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858495\" \/><\/span><\/a>\n<div class=\"et_pb_text_10 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Bank Locator Mobile App<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_26 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_27 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/learning-management-system\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Learning-Management-System-1.webp\" alt=\"Learning Management System\" title=\"Learning Management System\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Learning-Management-System-1.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Learning-Management-System-1-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858645\" \/><\/span><\/a>\n<div class=\"et_pb_text_11 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Learning Management System<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_27 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_28 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/sales-inventory-management\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sales-Inventory-Management-1.webp\" alt=\"Sales & Inventory Management\" title=\"Sales & Inventory Management\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sales-Inventory-Management-1.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sales-Inventory-Management-1-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858646\" \/><\/span><\/a>\n<div class=\"et_pb_text_12 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Sales & Inventory Management<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_28 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_29 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/medical-practice-management\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Medical-Practice-Management.webp\" alt=\"Medical Practice Management\" title=\"Medical Practice Management\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Medical-Practice-Management.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Medical-Practice-Management-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858647\" \/><\/span><\/a>\n<div class=\"et_pb_text_13 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Transforming Patient Care with Medical Practice Application<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_29 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_30 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/real-estate-listing-and-management\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Property-Listing-and-Management.webp\" alt=\"Property Listing and Management\" title=\"Property Listing and Management\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Property-Listing-and-Management.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Property-Listing-and-Management-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858648\" \/><\/span><\/a>\n<div class=\"et_pb_text_14 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Property Listing and Management<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_30 et_pb_group et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_31 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/nextphase-rugby\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sports-Talent-Discovery-Platform.webp\" alt=\"Sports Talent Discovery Platform\" title=\"Sports Talent Discovery Platform\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sports-Talent-Discovery-Platform.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/Sports-Talent-Discovery-Platform-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858649\" \/><\/span><\/a>\n<div class=\"et_pb_text_15 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Sports Talent Discovery Platform<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><div class=\"et_pb_group_carousel_slide\"><div class=\"et_pb_group_31 et_pb_group et-last-child et_pb_module et_flex_group et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_image_32 et_pb_image et_pb_module et_flex_module\"><a href=\"https:\/\/appletechconsultants.com\/2026\/case-studies\/big-data\/\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/CDR-Data-Management.webp\" alt=\"CDR Data Management\" title=\"CDR Data Management\" width=\"842\" height=\"384\" srcset=\"https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/CDR-Data-Management.webp 842w, https:\/\/appletechconsultants.com\/2026\/wp-content\/uploads\/2026\/04\/CDR-Data-Management-480x219.webp 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) 842px, 100vw\" class=\"wp-image-23858651\" \/><\/span><\/a>\n<div class=\"et_pb_text_16 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>CDR Data Management<\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><span class=\"et_pb_group_carousel_arrow et_pb_group_carousel_arrow_prev\" role=\"button\" tabindex=\"0\" aria-label=\"Previous slide\"><span class=\"et-pb-icon\">#<\/span><\/span><span class=\"et_pb_group_carousel_arrow et_pb_group_carousel_arrow_next\" role=\"button\" tabindex=\"0\" aria-label=\"Next slide\"><span class=\"et-pb-icon\">$<\/span><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_6 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_8 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_12 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\n<div class=\"et_pb_text_17 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2 class=\"at-no-padding-bottom\">FAQs: <span class=\"at-header-color\">DevOps<\/span><\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_0 et_pb_accordion et_pb_module et_flex_module\">\n<div class=\"et_pb_accordion_item_0 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_open et_flex_module\"><h4 class=\"et_pb_toggle_title\">What are data engineering services?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>Data engineering services involve designing, building, and managing systems that collect, process, transform, and store data for analytics, reporting, and AI applications.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_1 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">Which technologies do you work with?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>We work with SQL Server, Python, Snowflake, Databricks, Azure Data Factory, Apache Spark, Kafka, Power BI, PostgreSQL, MySQL, and multiple cloud platforms.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_2 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">Can you modernize legacy data systems?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>Yes. We help organizations migrate and modernize legacy databases, reporting systems, and data infrastructure into scalable cloud-native platforms.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_3 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">Do you support real-time data processing?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>Yes. We develop real-time streaming and event-driven architectures for live analytics, monitoring, and operational intelligence solutions.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_4 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">Can your data engineering solutions support AI initiatives?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>Absolutely. We create AI-ready data architectures optimized for machine learning, predictive analytics, LLM applications, and intelligent automation systems.<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_accordion_item_5 et_pb_accordion_item et_pb_toggle et_pb_module et_animated et_pb_toggle_close et_flex_module\"><h4 class=\"et_pb_toggle_title\">Do you provide dedicated data engineering resources?<\/h4><div class=\"et_pb_toggle_content et_flex_module\"><p>Yes. We offer dedicated data engineers, ETL developers, SQL developers, BI specialists, cloud data engineers, and complete data engineering teams based on project requirements.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-238413","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/pages\/238413","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/comments?post=238413"}],"version-history":[{"count":55,"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/pages\/238413\/revisions"}],"predecessor-version":[{"id":23860250,"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/pages\/238413\/revisions\/23860250"}],"wp:attachment":[{"href":"https:\/\/appletechconsultants.com\/2026\/wp-json\/wp\/v2\/media?parent=238413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}