Invidious
Chris Gambill | Data Engineering Strategy
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Most data engineering "tutorials" are a lie. They show you the happy path where the API always responds and the cloud bill never spikes.

In the real world, systems fail, budgets get slashed, and AI is hallucinating your production data into a lawsuit.
This channel is the Director’s Review you never got.

I have spent 25+ years in the trenches, surviving outages, auditing broken architectures, and hiring the top 1% of data talent. I don’t care about your syntax; I care about your judgment.

What we build here:
• Code to Cash: If your pipeline doesn't drive ROI or save a margin, it’s technical debt.
• Anti-Fragile Systems: Designing for the inevitable "silent failure" that gets Junior Engineers fired.
• Production-Grade Strategy: The dirty secrets of Databricks, governance, and architectural survival that the documentation won't tell you.


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15:12

You're Spending Millions to Get the Wrong Answer Faster

Chris Gambill | Data Engineering Strategy

Shared 1 day ago

174 views

8:07

Build a Data Engineering Portfolio That Actually Gets You Hired

Chris Gambill | Data Engineering Strategy

Shared 6 days ago

663 views

25:34

Real World Medallion Architecture Blueprint

Chris Gambill | Data Engineering Strategy

Shared 1 week ago

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6:56

Four-Step Framework to Build Enterprise-Grade AI Agents

Chris Gambill | Data Engineering Strategy

Shared 2 weeks ago

250 views

17:17

The Skill Data Engineers Miss Before AI Replaces Them

Chris Gambill | Data Engineering Strategy

Shared 2 weeks ago

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10:59

The $50K Pipeline Mistake Every Data Engineer Makes

Chris Gambill | Data Engineering Strategy

Shared 3 weeks ago

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6:11

Build Custom Data Engineering Projects in Seconds | Live Demo

Chris Gambill | Data Engineering Strategy

Shared 3 weeks ago

599 views

8:45

Why the ETL Developers are Gone in 2026

Chris Gambill | Data Engineering Strategy

Shared 4 weeks ago

1.2K views

7:11

AI Killed the Traditional Data Roadmap, What To Do Now?

Chris Gambill | Data Engineering Strategy

Shared 1 month ago

1.4K views

11:49

AIOps Is About to Explode—Here's Why

Chris Gambill | Data Engineering Strategy

Shared 1 month ago

741 views

9:54

Mature Data Teams Don't Look Like Yours

Chris Gambill | Data Engineering Strategy

Shared 1 month ago

521 views

18:14

Managed vs External Tables in Databricks: The $15K Mistake

Chris Gambill | Data Engineering Strategy

Shared 1 month ago

421 views

19:07

External Tables Aren't Always Cheaper: Here's Why

Chris Gambill | Data Engineering Strategy

Shared 1 month ago

0 views

7:38

Medallion Architecture, Unity Catalog & Modern Data Engineering | Data Tune Nashville

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

626 views

11:31

Your Orchestration Isn't Ready for AI (2026 DE Roadmap Phase 4)

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

487 views

9:04

Data Architecture for AI (2026 data engineering roadmap Phase 3)

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

1.1K views

6:11

Will AI Replace Data Engineers? The Future of the Discipline

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

3.9K views

52:36

The Data Engineer Career Ladder in 2026!

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

2.8K views

55:43

Don't Waste 2026 on the Wrong Data Engineering Career

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

0 views

9:17

AI + Data engineering (2026 Data Engineering Roadmap Phase 2)

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

1.5K views

6:09

Your Code Works Perfectly? That's A Problem (Phase 1: 2026 DE Roadmap)

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

1.5K views

10:39

The 2026 Data Engineer Roadmap That Makes The Others Obsolete!

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

11K views

5:49

Resume Rejected in 11 Seconds? Here's Why

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

1K views

10:50

31% Less Likely to Get Promoted? Here's Your Remote Strategy

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

948 views

6:22

From Code Monkey to In Demand Data Engineer: The 2026 Pivot

Chris Gambill | Data Engineering Strategy

Shared 2 months ago

939 views

8:58

Stop Building Pipelines And Start Architecting Intelligence

Chris Gambill | Data Engineering Strategy

Shared 4 months ago

859 views

7:45

Data Engineers: Your Skills Are About to Become Obsolete (Here's What To Do)

Chris Gambill | Data Engineering Strategy

Shared 4 months ago

8.5K views

9:28

SCD Type 2 Still Rules In Regulated Industries (Here's Why The Hype is Dangerous!)

Chris Gambill | Data Engineering Strategy

Shared 4 months ago

770 views

16:35

Your Production and Test Environments Are Drifting Apart

Chris Gambill | Data Engineering Strategy

Shared 4 months ago

385 views

5:51

The Question Every Engineer Should Ask Before Coding

Chris Gambill | Data Engineering Strategy

Shared 4 months ago

352 views

4:27

Your Senior Engineer Interview Is Failing Because Of This

Chris Gambill | Data Engineering Strategy

Shared 5 months ago

307 views

4:08

Career Plateau After 3 Years? This Is Why

Chris Gambill | Data Engineering Strategy

Shared 5 months ago

283 views

7:41

GitHub Copilot's Data Leak Just Got Worse

Chris Gambill | Data Engineering Strategy

Shared 5 months ago

221 views

13:50

Cron Jobs Killed My Pipeline (Here's What I Learned)

Chris Gambill | Data Engineering Strategy

Shared 5 months ago

396 views

5:45

Your Spark Pipeline is Stalling—Here's Why

Chris Gambill | Data Engineering Strategy

Shared 5 months ago

572 views

6:48

Your Spark Join Strategy is Wrong (Here's Why)

Chris Gambill | Data Engineering Strategy

Shared 5 months ago

504 views

8:07

The Real Reason Your Databricks Costs Are Skyrocketing

Chris Gambill | Data Engineering Strategy

Shared 5 months ago

296 views

14:20

I Benchmarked Databricks Serverless vs Dedicated (Here's What I Found)

Chris Gambill | Data Engineering Strategy

Shared 5 months ago

507 views

13:46

Data Leaders Are Making These 4 Mistakes—Are You?

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

308 views

19:58

The Databricks DLT Setup Most Engineers Get Wrong

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

473 views

8:43

Most Data Engineers Learn These 5 Courses (You Should Too)

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

3.2K views

6:48

Don't Interview Until You Can Answer These Three Questions!

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

760 views

7:51

Your ETL is Brittle (Here's Why)

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

651 views

14:11

End-to-End Databricks Setup - Bronze, Silver, Gold Architecture

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

2.4K views

19:22

30-Day Databricks Portfolio Projects That Actually Gets You Hired

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

3.7K views

21:28

Deterministic Matching vs Fuzzy Matching: Which One Works?

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

692 views

6:09

Bronze, Silver, Gold... But What About Copper?

Chris Gambill | Data Engineering Strategy

Shared 6 months ago

463 views

8:18

PySpark vs Pandas - Which Gets You Hired?

Chris Gambill | Data Engineering Strategy

Shared 7 months ago

1.7K views

8:13

The WORST Agile Interview Mistake I've Made!

Chris Gambill | Data Engineering Strategy

Shared 7 months ago

214 views

9:17

4 Things Polars Can Do That Pandas Can't!

Chris Gambill | Data Engineering Strategy

Shared 7 months ago

717 views

10:12

The Data Governance Problem Nobody's Talking About

Chris Gambill | Data Engineering Strategy

Shared 7 months ago

468 views

6:58

Every Data Engineer Needs This Simple Guide!

Chris Gambill | Data Engineering Strategy

Shared 7 months ago

636 views

6:51

From Analyst to Engineer: Your Data Career Roadmap!

Chris Gambill | Data Engineering Strategy

Shared 7 months ago

982 views

5:13

Databricks Data Quality: Quarantine Tables Are Not Dumping Grounds

Chris Gambill | Data Engineering Strategy

Shared 7 months ago

839 views

8:38

Big Data Kills Pandas Performance | Use This Instead

Chris Gambill | Data Engineering Strategy

Shared 7 months ago

15K views

9:54

Data Engineering is Your AI Superpower

Chris Gambill | Data Engineering Strategy

Shared 8 months ago

4.5K views

7:56

The Most Expensive Python Mistakes You're Making

Chris Gambill | Data Engineering Strategy

Shared 8 months ago

1.1K views

3:53

You Won't Get Hired Unless You Know This Interview Answer!

Chris Gambill | Data Engineering Strategy

Shared 8 months ago

498 views

7:41

Speed Up Your Queries And Your Career!

Chris Gambill | Data Engineering Strategy

Shared 8 months ago

622 views

10:16

7 Books Every Data Engineer Needs to Read

Chris Gambill | Data Engineering Strategy

Shared 8 months ago

6.9K views

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