/ Data Engineering playbook
Post-Acquisition System Consolidation
Complete playbook for consolidating 30-50 disparate systems post-merger with zero disruption to financial reporting.
/ Typical outcomes
$9.2M
Average year-one savings
Zero
Financial reporting disruptions
78%
Manual effort reduced
5 days
Monthly close cycle
/ Overview
When companies merge or acquire, the immediate challenge isn't strategy but rather the chaos of 30-50 disparate systems that don't talk to each other. Finance teams spend 40% of their time manually reconciling data across systems, executives can't get a unified view of the combined entity, and regulatory compliance becomes a nightmare with no unified audit trail. This playbook documents our battle-tested approach refined across 23 enterprise deployments in financial services, private equity portfolio companies, healthcare, and manufacturing.
/ Challenge pattern
This playbook fits organizations facing these common challenges:
/ Solution approach
/ Key learnings
Phased migration with parallel runs eliminates cutover risk. Never do "big bang" migrations, they fail 70% of the time.
Automated data quality gates catch 95% of issues before they become business problems. Invest in quality early.
SOX compliance must be designed in from day one. Retrofitting compliance after the fact is 3x more expensive.
Executive sponsorship is critical. Weekly steering committee meetings with C-level attendance ensure blockers are removed fast.
Plan for 30% more complexity than initial assessment suggests. Hidden integrations and undocumented processes always surface.
Political challenges are harder than technical ones. Invest in change management and stakeholder alignment early.
/ Stack
/ Industries served
/ Results
$9.2M
Average year-one savings
Achieved through process automation, system consolidation, and reduced manual reconciliation effort
Zero
Financial reporting disruptions
All quarterly closes completed on time during migration. No restatements required.
78%
Manual effort reduced
Finance team time freed from reconciliation to focus on strategic analysis and business partnering
5 days
Monthly close cycle
Reduced from 15 days to 5 days through automated reconciliation and unified reporting