Choosing and Configuring the Build Tool
Most build performance problems are configuration rather than tool choice. What actually distinguishes the tools, and when replacing one is justified.
Analysis
Teams facing a slow build frequently conclude they need a different build tool. Sometimes true, usually not, and the migration is expensive enough that the question deserves evidence.
What actually distinguishes build tools
Dependency modelling. Does the tool understand a task graph with declared inputs and outputs, or does it run scripts in an order?
Incrementality. Can it skip work reliably, and can it explain why it did not?
Remote caching, natively or through a plugin.
Parallelism, and whether it can schedule across the graph rather than within a phase.
Test selection, meaning the ability to run only tests affected by a change.
Diagnostics. Can it tell you where the time went and why a task re-ran? This matters more than any other feature and is the one people evaluate least.
Before replacing anything
Almost every slow build has unexploited configuration.
Is incrementality actually working? Run twice with no changes and see.
Is parallelism enabled and sized correctly? Defaults are frequently conservative.
Are inputs declared correctly? Overdeclaration is nearly universal.
Is caching configured, and what is the hit rate?
Is the daemon or worker enabled, where the tool has one? Cold starts dominate short builds.
Is the JVM or runtime sized appropriately for the machine?
Half of the build performance problems I would expect to see are answered by these six checks, and none requires a migration.
When replacement is justified
The tool has no dependency model. Shell scripts and simple task runners cannot be made incremental, and no configuration fixes that.
No caching path exists.
No diagnostics. A tool that cannot explain its own time is very hard to improve.
The codebase has outgrown it. Tools that work at ten modules do not necessarily work at a thousand.
The ecosystem has moved, and you are maintaining plugins nobody else uses.
Costing the migration honestly
Every custom step must be reimplemented, and there are always more than the inventory says.
Both builds run in parallel for months, which doubles maintenance during the transition.
Everyone relearns the tool, including the people who wrote the current one.
Documentation, editor integration and CI all change.
Six months is a normal timeline for a large codebase, and the productivity gains have to exceed six months of a team's attention.
Doing it incrementally
Migrate one module, end to end, including CI.
Measure it against the old build on the same work.
Keep both green until the last module moves.
Set a cutoff. A migration with no end date becomes two permanent build systems, which is worse than either alone.
What to keep whichever tool you use
Declared inputs and outputs.
Pinned toolchain versions.
A cache with a measured hit rate.
Timing telemetry, so the next conversation about build speed starts from data.
These four survive any migration, which makes them the right first investment regardless of what you decide about the tool.
The six checks before migrating
Run these before evaluating a replacement, because they frequently make the question unnecessary.
Does a no-op build do almost nothing?
Is parallelism enabled and sized to the machine?
Are inputs declared precisely rather than as whole directories?
Is caching on, and what is the hit rate?
Is the daemon or worker process enabled?
Is the runtime memory allocation appropriate?
Each is minutes to check. Together they resolve a large share of the situations that prompt a migration proposal.
Running two builds during a migration
The period that decides whether a migration finishes.
Both must stay green, which doubles the maintenance for its duration.
Set a cutoff date at the start, and treat slipping it as an escalation rather than an adjustment.
Migrate module by module, with each one fully done including CI.
Measure each against the old build on the same work, so the case is being verified as you go.
A migration without an end date becomes two permanent build systems, which is worse than either alone.