Insights · Topic

Migration and modernization

Cost models, cutover risk, and controlled treatment of legacy estates. 7 guides, plus related customer work and papers.

All insights

Migration-wave ledger for cost, validation, cutover, rollback, decommissioning, and unit economics

About this topic

Migration and modernization guides deal with the economics and the risk of moving estates: the true cost of running two environments, how to size a wave, what a cutover needs before it is safe, and how legacy business rules survive conversion.

They reflect BluePi migration programs on AWS, Snowflake, and Google Cloud, including work with the SmartMigrate accelerator, and the reconciliation and rollback discipline those programs required.

Technical guides

Every guide in this topic, including the articles featured on the insights index.

01

How do you plan a Cloudera to BigQuery migration?

Published 2026-11-10 · 7 min read

Plan a Cloudera to BigQuery migration: inventory the estate, convert SQL and Spark, reconcile outputs, stage the cutover, and size the real cost drivers.

02

How we used AI to accelerate data platform modernisation

Published 2026-10-30 · 10 minute read

How SmartMigrate assisted conversion and reconciliation in the PeopleStrong Cloudera-to-BigQuery programme.

03

Moving Spark workloads to Dataproc

Published 2026-09-16 · 7 min read

Inventory the jobs, move storage first, convert runtimes and pin libraries, then validate runtimes and cost against a recorded baseline before cutover.

04

Reconciliation tests for a warehouse migration

Published 2026-09-15 · 7 min read

Row counts alone pass broken migrations. Compare counts, sums, sampled joins, and business rules between source and target with tolerances declared in advance.

05

What does a delayed data migration actually cost?

Published 2026-09-04 · 8 min read

Migration budgets miss dual running, reconciliation labor, exception backlog, and deferred work. Pricing one more quarter changes the decision.

06

Build a migration cost model that includes delivery and cutover risk

Published 2026-08-22 · 9 min read

A migration business case should include the cost of moving, the cost of running two environments, the work required to prove equivalence, and the cost of operating the target state. Compare unit cost and service behavior before and after migration. Keep benefits, estimates, and verified results as separate records.

07

Application modernization: choose a treatment and control the change

Published 2025-03-17 · 12 min read

Assess an application, choose a modernization treatment, migrate in controlled stages, and measure reliability, delivery, security, and cost.

System diagram