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Data Governance Circle
479 members • Free
2 contributions to Data Governance Circle
8d •
Who Owns Slot Consumption in Your Org?
Quick question for the governance folks here 👋 We talk a lot about data quality, lineage, access, policies… But how many teams actually have clear accountability at the compute level? In large BigQuery setups, we often see: - Pipelines still running with no downstream usage - No clear owner of slot consumption - Cost visibility that stops at “the invoice" We looked at this through the lens of slot efficiency and workload-level governance — basically how to tie compute, ownership, and efficiency together across projects. If relevant, sharing the guide here:https://mastheadata.com/slot-efficiency-guide Curious how others approach compute governance.
1 like • 7d
Exactly, data mesh makes it even more interesting. From what we’ve seen, autonomy works great at the domain level until compute becomes a shared resource. In multi-domain setups we often notice: teams optimizing locally, but competing globally for slots, no visibility into which domain is driving peak contention and “surprise” autoscaling or cost spikes during concurrent workloads The real challenge is operational visibility at the workload level across domains. Having shared, cross-project visibility into slot consumption and workload behavior, so autonomy doesn’t turn into fragmentation, this makes the biggest difference.
Dec '25 •
Intro
Hi everyone, great to meet you all! I’m Merve Deniz. My background isn’t in data engineering, but I work on Growth & Partnerships at Masthead Data; it's a platform focused on data observability and cost management on BigQuery. We recently hosted a webinar on metadata use on Google Cloud Platform, where we walked through topics like cost visibility, pipeline reliability, and AI readiness. If you’re working with GCP or planning to ramp up there, it could be a useful watch. Here’s the replay:https://www.linkedin.com/events/7391541243450654720/ I’m excited to learn from the discussions in this community and contribute where I can.Looking forward to connecting! Merve
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