Zero-Downtime Databricks & MLFlow Upgrade
Upgraded DBR 14.3 LTS → 16.4 LTS and MLFlow 1.x → 2.x in production without dropping a single pipeline run.
A look at some of the complex, high-stakes problems we have solved for our clients.
Upgraded DBR 14.3 LTS → 16.4 LTS and MLFlow 1.x → 2.x in production without dropping a single pipeline run.
Cut end-to-end prediction time from 22 hours to 11 on 20TB datasets, running on standard machines.
Let the dependency graph decide cluster assignment, so parallel work runs in parallel, chains run without a gap, and no cluster bills while idle.
Thermal imaging solution that cut equipment downtime by over 25% and reduced maintenance costs by over 20%.
Production recommender system delivering new marketing strategies monthly, driving sales uplift and reduced churn.
Built Ignilife's self-serve B2B platform — free trials, bulk enrollment, SSO and Stripe billing — from first commit to production in twelve weeks.
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