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Two PySpark contracts Staff DEs learn on a bad Tuesday: foreachBatch restarts and applyInPandas skew

Your streaming MERGE looked fine in the notebook. Your applyInPandas transform looked elegant. Then a job restarted and silver row counts jumped, or…

databrickspysparkpythondataengineering
Dev.to Oct 1, 2026, 06:16 UTC
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Shopify Data in Databricks: A First Look at the New Lakeflow Connect Shopify Connector

Databricks now has a managed Shopify connector in Lakeflow Connect, released in Beta on September 22, 2026. It pulls products, orders, customers, in…

databricksshopifydataengineeringecommerce
Dev.to Sep 29, 2026, 12:25 UTC
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I Gave Every Pull Request Its Own Database

I Gave Every Pull Request Its Own Database Git-style branching for Postgres, wired into Jenkins, with a real repo you can run. Every team has a dev…

databrickspostgresdevopscicd
Dev.to Sep 27, 2026, 21:01 UTC
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Don't Let Unity Catalog Migration Become Your Resume Generating Event

Why I chose this topic: I spent three days last quarter fixing a "simple" metadata sync that locked 200 production jobs out of their own tables beca…

databrickssparkengineeringmigration
Dev.to Sep 24, 2026, 14:29 UTC
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Stop trying to make Airflow work for Medallion pipelines

The "universal orchestrator" is a myth that keeps data engineers awake at 3:00 AM chasing zombie DAGs and orphaned Spark clusters. You’ve been told…

dataairflowdatabricksaws
Dev.to Sep 21, 2026, 01:21 UTC
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How Databricks Serverless Compute Cost My Team $14k in One Weekend

It’s Sunday, 2:14 AM. The PagerDuty alert hits my phone with that specific, jarring frequency that makes your stomach drop before you’ve even opened…

databrickscloudfinopsdata
Dev.to Sep 21, 2026, 01:20 UTC
EN

Databricks Architecture Explained: Control Plane, Compute Plane, Delta Lake and Unity Catalog

"Explain the Databricks architecture" is one of the most common data engineering questions. Here is the answer as a picture, built up layer by layer…

dataengineeringdatabricksazureaws
Dev.to Sep 16, 2026, 21:52 UTC
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Databricks Adaptive Instructed-Retriever model cuts AI costs

Databricks launched its new Adaptive Instructed-Retriever this week to help businesses refine their AI-driven search capabilities. The model focuses…

databricksaienterprisesearchdatamanagement
Dev.to Sep 9, 2026, 17:19 UTC
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Consuming AWS MSK from Azure Databricks over mTLS

Most guides for connecting Spark to Amazon MSK assume the two live in the same cloud and authenticate with IAM. That covers a lot of cases. It does…

awsazurekafkadatabricks
Dev.to Sep 6, 2026, 03:15 UTC
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Migrating Petabyte-Scale Parquet to Iceberg Without Dropping a Single Row

Roughly 70% of companies that migrate their data lakes to Iceberg end up with "zombie" datasets: half-migrated, out-of-sync, and consuming double th…

dataengineeringiceberginfrastructuredatabricks
Dev.to Sep 4, 2026, 11:09 UTC
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Azure Synapse Databricks: A Migration Playbook That Survives Production

Azure Synapse → Databricks: A Migration Playbook That Survives Production A field-style guide for Lead / Senior Data Engineers moving Dedicated SQL…

databricksazuredataengineeringetl
Dev.to Sep 4, 2026, 10:11 UTC
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95% of My PySpark Job Finished in 4 Minutes. The Last Task Took 40. Here's Why.

I had a PySpark job joining a large transactions table with a customer dimension table. Nothing exotic — a standard join, then an aggregation. On pa…

pysparkdataengineeringapachesparkdatabricks
Dev.to Aug 31, 2026, 12:20 UTC
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Databricks buys Electric to embed local Postgres in AI agents

Databricks is acquiring the startup Electric to integrate WebAssembly-based Postgres databases directly into application environments for an undiscl…

databrickspostgresaiagentsdatabasearchitecture
Dev.to Aug 14, 2026, 04:32 UTC
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Medallion architecture on Databricks: what actually matters

Every Databricks pitch deck has the same three-layer diagram: bronze for raw data, silver for cleaned data, gold for business-ready tables. The diag…

databricksdataengineering
Dev.to Aug 12, 2026, 20:14 UTC
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Using Databricks FILE type against data on NAS: what works today with FSx for ONTAP S3 Access Points

A follow-up to Part 2: Databricks and FSx for ONTAP S3 Access Points in the "FSx for ONTAP S3 Access Points x Lakehouse Deep Dive" series. Some resu…

awsdatabricksfsxforontaplakehouse
Dev.to Aug 12, 2026, 15:07 UTC
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DP-750: Databricks Asset Bundles, Git, and ALM Explained and with Real Exam Questions

When preparing for DP-750: Microsoft Certified: Azure Databricks Data Engineer Associate , you need to understand how Azure Databricks projects are…

azuredatabrickscertificationtutorial
Dev.to Aug 11, 2026, 08:00 UTC
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DP-750: Slowly Changing Dimensions and Data Quality Expectations Explained and with Real Exam Questions

When preparing for DP-750: Microsoft Certified: Azure Databricks Data Engineer Associate , you need to understand two related but different topics:…

azuredatabrickscertificationtutorial
Dev.to Aug 10, 2026, 12:02 UTC
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Agentic AI and big data: what your platform needs before agents are useful

The pitch for agentic AI on enterprise data is genuinely appealing: instead of a chatbot that answers one question at a time, you get something that…

aidataengineeringdatabricks
Dev.to Aug 9, 2026, 22:25 UTC
EN

DP-750: Delta Lake Table Operations Explained and with Real Exam Questions

When preparing for DP-750: Microsoft Certified: Azure Databricks Data Engineer Associate , you need to understand common Delta Lake and Spark table…

azuredatabrickscertificationtutorial
Dev.to Aug 5, 2026, 04:59 UTC
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Snowflake to Databricks: what the migration actually costs you

Most Snowflake-to-Databricks migrations get sold on cost and delivered on something else. The credit line item is what gets the project funded, but…

databricksdataengineering
Dev.to Aug 4, 2026, 23:55 UTC
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Databricks launches AI agent for legacy SQL migration

Databricks is expanding its Lakebridge toolkit by introducing an agentic code conversion feature designed to help organizations migrate from legacy…

databrickssqlaicloudmigration
Dev.to Jul 30, 2026, 15:50 UTC
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Databricks Workflows vs Airflow vs Dagster: Picking an Orchestrator

Every data team eventually asks the same question: what runs our pipelines, on what schedule, with what retry logic, and who gets paged when it fail…

databricksairflowdataengineeringorchestration
Dev.to Jul 28, 2026, 21:13 UTC
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Spark Performance Deep Dive on Databricks: Shuffle Tuning, Skew Handling, and Z-Ordering with Delta Lake + Unity Catalog

The problem with "just add more workers" Most Spark performance issues on Databricks aren't solved by scaling the cluster — they're caused by shuffl…

databrickssparkpythonperformance
Dev.to Jul 27, 2026, 03:14 UTC
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One Copy, Two Engines: Architecting a Governed Lakehouse Across Fabric and Azure Databricks

For most of the last decade, the honest answer to "should we standardize on Databricks or on the Microsoft data platform?" was: pick one and live wi…

dataengineeringazuredatabricksarchitecture
Dev.to Jul 23, 2026, 23:15 UTC
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🔐 Storage Credentials in Databricks Unity Catalog (AWS) — The Security Backbone You Can't Ignore

As organisations move to the Databricks Lakehouse Platform on AWS, two priorities consistently surface at the top of every architecture conversation…

databricksawsdataengineeringdeltlake
Dev.to Jul 23, 2026, 10:03 UTC
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How to Query Databricks from Salesforce Apex (Without Copying a Billion Rows)

The problem We had a reference dataset in Databricks with 1B+ rows . Users needed to look up a handful of those rows from a Salesforce record page.…

salesforcedatabricksapexintegration
Dev.to Jul 21, 2026, 09:05 UTC
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[Databricks on AWS #5] Fixing Databricks BOOTSTRAP_TIMEOUT with AWS PrivateLink: Control Plane Over the Backbone, Zero New Subnets

📚 Series: Databricks on AWS (Part 5) Building a Databricks AI Platform on AWS RBAC with Function-Role Groups Compute Governance: Pools, Policies, Cl…

databricksawsprivatelinknetworking
Dev.to Jul 2, 2026, 01:50 UTC
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[Databricks on AWS #4] The BOOTSTRAP_TIMEOUT Mystery: Tracing a Databricks Cluster from Data Plane to Control Plane (Transit Gateway + Firewall)

📚 Series: Databricks on AWS (Part 4) Building a Databricks AI Platform on AWS RBAC with Function-Role Groups Compute Governance: Pools, Policies, Cl…

databricksawsnetworkingterraform
Dev.to Jul 2, 2026, 01:30 UTC
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[Databricks on AWS #3] Compute Governance on Databricks: Instance Pools, Cluster Policies, and Shared Clusters

📚 Series: Databricks on AWS (Part 3) Building a Databricks AI Platform on AWS RBAC with Function-Role Groups Compute Governance: Pools, Policies, Cl…

databricksawsterraformgovernance
Dev.to Jul 2, 2026, 01:29 UTC
EN

[Databricks on AWS #2] RBAC on Databricks: Function-Role Groups, Workspace Assignment, and Why USER/ADMIN Isn't the Whole Story

📚 Series: Databricks on AWS (Part 2) Building a Databricks AI Platform on AWS RBAC with Function-Role Groups ← you are here Compute Governance: Pool…

databricksawsrbacterraform
Dev.to Jul 2, 2026, 01:25 UTC

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