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⚡ AI Lessons

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2w ago
Work Smarter not Harder with Snowflake CREATE OR ALTER
Escape Deployment Fatigue from Frequent Schema Change Continue reading on Snowflake Builders Blog: Data Engineers, App Developers, AI, & Data Science »
Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
3w ago
How Many 9s Are in 1–100? (It’s 20 — and Why the Math Matters)
The puzzle A classic trick question: how many times does the digit 9 appear between 1 and 100? Continue reading on Medium »
Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Data Pipeline Orchestration Without the Complexity Tax
Part 5 of the “The Data Engineering Stack” series. You wanted to schedule three jobs. You ended up maintaining a distributed system. Continue reading on Medium

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Why I Split One App Into Five Services (And What It Taught Me About Production Systems)
It would have been faster to build this as one FastAPI app. Fetch news and weather, write it to a database, render a dashboard, done… Continue reading on CodeTo

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
A Love Letter to Snowflake’s Inherited Grants
I am not one who writes many love letters. But once in a while, when you don’t expect it, good things come along and they take a little… Continue reading on Sno

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Your Uptime Metrics Misrepresent: What Your SLOs Should Actually Be Measuring
Ask most engineering teams whether their service is reliable enough, and you’ll get a nod, instead of numbers. Dashboards are green… Continue reading on KloudMa

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Liquibase Explained: Database Version Control for Professionals in 2026
Are you still relying on manual SQL scripts for your database deployments? In this video, I break down how to implement Liquibase to treat… Continue reading on
Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Executing Multiple SQL Scripts
Whether you’re deploying a new application, refreshing a database environment, or setting up a new schema, you’ll inevitably face the task… Continue reading on

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Debugging Apache Iceberg: A Production Guide
Apache Iceberg gives you ACID semantics, schema evolution, partition evolution, and time travel on object storage. What it does not give… Continue reading on IT
Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Structured vs Unstructured Data
How to Choose Between File, Object and Block Storage Continue reading on Medium »

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
From SQL to Snowflake Cortex AI: The Complete Roadmap to Becoming a Modern Data Engineer in 2026
# From SQL to Snowflake Cortex AI: The Complete Roadmap to Becoming a Modern Data Engineer in 2026 Continue reading on Medium »
Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Why Modern Data Engineers Need to Think Like Platform Engineers
When I first started studying data engineering, I believed the job mainly involved writing SQL queries and building ETL pipelines… Continue reading on Medium »

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
1mo ago
Replacing the Tracks Beneath a Moving Train: Modern CI/CD in Snowflake
Picture this: it’s 4:30 PM on a Friday. Someone just ran a rogue SQL script directly in production, and the dashboards your executives… Continue reading on Medi

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Data Engineer vs Analytics Engineer: Key Differences
As organizations increasingly rely on data to make informed decisions, the demand for skilled data professionals continues to grow. Two… Continue reading on Med
Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Clean DataOps: Why Pre-Commit is a Must-Have for Data Engineers
If you work in Data Engineering then your codebase is likely a chaotic cocktail of Python (for Airflow, Prefect or PySpark), massive… Continue reading on Medium

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Building a DevOps Dashboard: What Metrics to Include and Why
By almost every count on the board, your team is thriving. Continue reading on Medium »

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Feature Engineering for Time-Series Telementry.
Evolution of Infrastructure Intelligence. Continue reading on Medium »

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
How Bloom Filters Protect Databases from Millions of Invalid Requests
One Data Structure That Can Cut Database Traffic by 90% Continue reading on Medium »
Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
From (Heated) Rivalry to (Dirty) Dancing: make 10 devs learn to share one BI app
Just like on a rink, two developers enter the shared BI app to compete for the same measure. Only one will survive. By morning there’s a… Continue reading on Me

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
From Kafka to Splunk with OpenTelemetry Collector Contrib
A follow-up to the Windows Event Logs → Kafka series — this time, we ditch the connector and go full OTel. Continue reading on Medium »

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Apache Spark WTF??? The Spark 4 Freak Show
Welcome to the Spark 4 Freak Show — the only carnival where defaults bite, configs whisper from the walls, and the architecture finally… Continue reading on Tow

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
How We Automated SQL Alert Creation for 1000+ Databricks Tables
3–5 sets (or more) of SQL alert queries are needed to write for each Databricks table we are managing, and we have 1000+ tables in our… Continue reading on Medi

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
LKRN: an OpenTelemetry-native lakehouse format, in Rust
Built for Lakerunner, the lakehouse engine behind Cardinal. Measured against Parquet + DuckDB and Vortex on 1.46M real log rows. Continue reading on Medium »

Medium · DevOps
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
How I Rebuilt My Confidence and Started a Career in Data Science at Sky States
If someone had told me a few years ago that I’d be learning Python, analyzing datasets, and interviewing for Business Intelligence Analyst… Continue reading on
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