#career#data-engineering#mlML Engineering: The 87% Failure Rate and How to Beat ItNearly 87% of ML projects never reach production. The failures aren't about models — they're about engineering.19 fevral 202617 dəq.5
#data-engineering#postgresql#backendChange Data Capture Replaced Our Entire ETL Pipeline — Debezium, Postgres, and the Death of BatchOur 15-minute batch ETL caused a billing incident. Debezium reading the Postgres WAL replaced the entire pipeline. CDC setup, consumer patterns, and production gotchas.19 aprel 202618 dəq.4
#data-engineering#sql#open-sourcedbt Is Not Enough: SQLMesh, Coalesce, and the Next Wave of Data TransformationSQLMesh is 9x faster than dbt, with free dev environments. Fivetran-dbt merger raises lock-in concerns. Coalesce offers visual SQL. Decision framework.24 mart 202615 dəq.3
#sql#data-engineering#opinionPostgreSQL Is the Only Database You Need in 2026PostgreSQL won the Stack Overflow triple crown 3 years straight. With JSONB, pgvector, PostGIS, and full-text search, it replaces 5 databases.19 mart 202614 dəq.3
#sql#data-engineering#postgresqlI Replaced My Entire ETL Pipeline with SQL — Here's HowHow I killed a 2,400-line Python ETL pipeline and replaced it with 300 lines of SQL using CTEs, materialized views, and pg_cron.1 iyul 202516 dəq.3
#python#web-scraping#automationWeb Scraping in 2026 — What Still Works After AIWhat actually works for web scraping in 2026: tools, stealth browsers, AI extractors, anti-detection, and the legal reality.23 iyun 202516 dəq.3
#data-engineering#compliance#devopsDataGovOps: Why Governance-as-Code Is the 2026 Data Engineering MandatePoor data quality costs $12.9M/year per enterprise. DataGovOps automates governance in CI/CD. EU AI Act makes it mandatory by August 2026.21 mart 202615 dəq.2
#architecture#data-engineering#backendEvent-Driven Architecture in 2026: From 'Should We Stream?' to 'How Do We Unify?'IBM paid $11B for Confluent. 90% of enterprises adopt EDA. Kafka 4.0, Flink 2.0, and the Streamhouse vision are reshaping data infrastructure.20 mart 202615 dəq.2