Inside a 7-month consolidation that cut six tools to one and saved $1.4M.
Six tools over four years resulted in two engineers fully absorbed in integration work.
Lineage breaks at vendor boundaries, creating compliance risks.
Total stack cost stays hidden across contracts and teams.
Core systems were retained while overlapping tools were consolidated into one platform.
Unused connectors and redundant tools were removed during contract renewals.
The Result: costs dropped significantly and lineage gaps were eliminated end-to-end.
Engineers shift from maintaining integrations to building core analytics.
Unified lineage improves compliance and reduces risk exposure.
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Retain core systems while improving integration layers.
Consolidate catalog, observability, and monitoring into one platform.
Remove unused capacity and renegotiate vendor agreements.
VPs of Data and Heads of Data managing multiple overlapping tools, especially in regulated industries where lineage and compliance are critical.
Each tool is added to solve a specific problem over time. Eventually, integration complexity grows and creates inefficiencies.
Beyond licensing, costs include integration engineering, incident handling, and vendor management overhead. These often exceed license costs.
Engineering time spent connecting tools instead of building product. This includes troubleshooting, mapping, and maintaining integrations.
Core systems with high dependency should be retained, while overlapping or redundant tools should be consolidated into a unified platform.
Typically around 6–7 months, including audit, migration, parallel runs, and decommissioning aligned with contract cycles.
Unified lineage reduces regulatory risks and ensures traceability across the entire data pipeline.
Show the integration tax clearly. Engineers usually support consolidation once they see the time spent on non-core work.
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