Beyond the Data Stack

Stories and value-packed sessions from the leaders of data community. Find new trends, hot topics and industry insights.

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20 Oct 2026

Every dashboard, pipeline and piece of code you create gives someone another thing to maintain. That sounds obvious but we spend an awful lot of time talking about what data teams should build, and much less asking whether it deserves to keep running. On the latest episode of Data Matas, I spoke wit…

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05 Oct 2026

I think data teams have a complexity problem. We’ve spent years adding tools, layers, tests and frameworks to make data engineering more robust. Much of that has helped, but somewhere along the way complexity started to look a bit too much like progress. We can end up building technically impressive…

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The Best Ingestion Is the Kind You Forget About

01 Oct 2026

The Best Ingestion Is the Kind You Forget About

I've spent years building an ingestion business. So it might sound strange for me to tell you to think about ingestion less. But that's exactly my advice. The companies I see getting the most value from their data spend almost no time thinking about how it arrives. They think about what it's for.

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BigQuery Loads, Now on Arrow Time

30 Sep 2026

BigQuery Loads, Now on Arrow Time

If your BigQuery pipelines have ever felt the squeeze of an SLA window closing fast, this one's for you. target-bigquery now supports Arrow BATCH messages, and early benchmarks show it loading data up to 6x faster, without you touching a single config file.

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Stop Waiting on Snowflake Syncs: tap-snowflake Now Runs on Arrow

30 Sep 2026

Stop Waiting on Snowflake Syncs: tap-snowflake Now Runs on Arrow

If you're syncing data out of Snowflake, extraction speed probably isn't something you think about until it becomes a problem: a sync that used to finish before your team's morning standup now bleeds into the afternoon. tap-snowflake just fixed that. It can now stream data as native Arrow batches in…

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Switching from Fivetran is Easier than you Think

29 Sep 2026

Switching from Fivetran is Easier than you Think

"We'd love to move off Fivetran, but it would be a nightmare." I hear some version of that most weeks. It sounds like a sensible answer. It's usually wrong. Most teams massively overestimate what's involved in switching ingestion tools. This post breaks down what actually moves, what doesn't, and wh…

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How to Migrate from Fivetran to Meltano

29 Sep 2026

How to Migrate from Fivetran to Meltano

The Fivetran renewal lands. The number has gone up again. Your data hasn't changed much, but the bill has. That's usually the moment the question comes up: what would it actually take to move? This post answers that. Why teams are leaving, what changes when you move to Meltano, and exactly how the m…

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Your Editor Just Became a Meltano Expert

10 Sep 2026

Your Editor Just Became a Meltano Expert

For years, data platforms made the same bet: keep the work in the browser. A console, a connector catalog, a configuration wizard, a docs site open in the next tab. If it lived in the UI, anyone could do it. Your job as the analytics engineer was to translate between that interface and the pipeline …

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