Why In-House Platform Engineering Initiatives Fail
The rework cycle every internal platform team runs into, and what a governed evolution system replaces it with.
Every mid-size enterprise ends up funding a platform-engineering initiative. The pitch is always the same: unify the fragmented toolchain, create a golden path for developers, reduce cognitive load. The outcome is often the same too: an 18-month rewrite that lands a Backstage portal, a set of internal docs, and five principal engineers who know the backend from memory.
This isn’t a criticism of the teams. It’s a criticism of the approach. Platform engineering as a programme tries to solve fragmentation by adding integration — one more service, one more portal, one more internal tool. Each integration introduces its own rework cycle: a framework upgrade, a redesign of the evidence layer, a new IdP connector. The integration tax compounds.
The fragmentation tax, quantified
Design partners tell us they spend somewhere between $500K and $5M a year reconciling evidence across five-to-seven tools: GitHub, Jira, Jenkins, Datadog, Snyk, a custom audit dashboard, a home-grown IdP shim. The headline cost isn’t the tools — it’s the headcount whose job is to reconcile them.
Shakti isn’t a new tool in that list. It replaces the reconciliation tier. Governance lives inside the build system, evidence is a by-product of the pipeline, and the audit layer is the same chain that drove the release. Your platform team stops maintaining reconciliation scripts and starts shipping features on top of a stable governance surface.
The “build vs. buy” question, honestly
Could you build Shakti in-house? Technically, yes. You’d need a compiler-grade code graph, a Rust monorepo, a Merkle-chained audit layer, and a 12-phase agent orchestration pipeline. You would also need to keep all of that current with LLM provider churn, OIDC protocol updates, tree-sitter parser releases, Postgres version upgrades, and the long tail of compliance requirements. That surface area is six full-time platform engineers, minimum.
Our one-pager quantifies the TCO side-by-side. The honest answer for most teams isn’t “don’t build a platform” — it’s “build a platform on top of a governance primitive you didn’t have to maintain.”
The strategic move
Platform engineering inside your company should optimise your developer experience on top of a primitive that doesn’t require your team to chase upstream. That’s the architectural bet Shakti lets you take. You spend your platform budget on the decisions that differentiate your business, not on the reconciliation tier that every company needs and no company wins on.