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Recent posts tagged databricks

Level UI • 21 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
7 Reactions 7 Comments
firatcelik • 5 days • in Articles • 9 min read
Auto CDF Moved the CDC Tax From Writes to Reads: Delta CDF vs Auto CDF vs Spark 4.2 CHANGES
Originally published on DEV.to: https://dev.to/firfircelik/auto-cdf-moved-the-cdc-tax-from-writes-to-reads-delta-cdf-vs-auto-cdf-vs-spark-42-changes-9bb On September 1, 2026, Databricks made automatic change data feed Auto CDF generally available. T...
post-cover-32478
  • data-engineering
  • databricks
  • apache-spark
  • delta-lake
0 Reactions 0 Comments
firatcelik • Oct 9 • in Articles • 8 min read
Two PySpark contracts Staff DEs learn on a bad Tuesday: foreachBatch restarts and applyInPandas skew
Originally published on DEV.tohttps://dev.to/firfircelik/two-pyspark-contracts-staff-des-learn-on-a-bad-tuesday-foreachbatch-restarts-and-applyinpandas-skew-39pa. Your streaming MERGE looked fine in the notebook. Your applyInPandas transform looked...
post-cover-30476
  • databricks
  • pyspark
  • python
  • data-engineering
0 Reactions 0 Comments
firatcelik • Oct 9 • in Articles • 10 min read
Azure Synapse to Databricks: A Migration Playbook That Survives Production
Originally published on DEV.tohttps://dev.to/firfircelik/azure-synapse-databricks-a-migration-playbook-that-survives-production-nge. Azure Synapse → Databricks: A Migration Playbook That Survives Production A field-style guide for Lead / Senior Dat...
post-cover-30474
  • databricks
  • azure
  • data-engineering
  • etl
2 Reactions 1 Comments
Posted in Data Engineering group
Dr. Usman Zafar • Feb 6 • in Articles • 1 min read
ETL vs ELT — Why Notebook Placement Matters Body / Content: Yes — the placement of your Databricks
ETL vs ELT — Why Notebook Placement Matters Body / Content: The placement of your Databricks notebooks determines whether your pipeline behaves like ETL or ELT. If Databricks runs after loading data into the lake, it’s ELT. If Databricks runs be...
post-cover-11185
  • etl
  • databricks
  • bigdata
  • mdm
4 Reactions 2 Comments
Dr. Usman Zafar • Feb 2 • in Articles • 1 min read
Cost & Performance Comparison of Data Orchestration on Azure; Data Analysis of Data!
New Project: Cost & Performance Comparison of Data Orchestration on Azure I recently completed an experimental study comparing runtime and cost efficiency across three common data engineering orchestration approaches on Azure: • Databricks Notebook...
post-cover-10949
  • dataengineering
  • databricks
  • azuredatafactory
  • spark
2 Reactions 2 Comments
Tom Smithverified • 17 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
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