Black Dog Labs

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From the data platform experts

Practical takes on data engineering, building scalable systems, and what it really takes to run production platforms

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Insights from our team of data platform experts

10/11/2025
13 min read

Claude Code Decoded: The Handoff Protocol

Session handoffs waste 10,000+ tokens re-explaining context. Learn how to build an MCP server that implements a Handoff Protocol to reduce context transfer to under 2,000 tokens.

Black Dog Labs Team
claude-code+4 more
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10/7/2025
7 min read

Claude Code Decoded: The Token Tax

Every wasted token in your AI coding workflow is money out of your budget. Learn to identify token waste, measure its true cost, and understand the hidden productivity costs.

Black Dog Labs Team
claude-code+3 more
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8/1/2024
14 min read

When Azure Data Factory Becomes the Bottleneck

ADF is a solid starting point for Azure data integration - but it's not built for every workload. Learn the real-world limits teams encounter in production and when to evolve beyond it.

Black Dog Labs Team
azure+4 more
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6/7/2024
9 min read

The Hidden Costs of Data Platform Tech Debt

Tech debt in data platforms compounds faster and costs more than in traditional software. Learn to identify, measure, and tackle the hidden costs that are slowing down your data team and business.

Black Dog Labs Team
tech-debt+3 more
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3/14/2024
14 min read

When the Medallion Shines Too Bright

The medallion architecture has become the default pattern for data lakes, but it's not a silver bullet. Learn the real-world pitfalls teams encounter and how to avoid them.

Black Dog Labs Team
data-architecture+3 more
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