Switch from Clay only after distinguishing exported values from the system that produced them. Enrichment providers, waterfall order, prompts, formulas, run conditions, webhook inputs, tables, dependencies, credit rules, signals, copy, reply logic, and destinations form a workflow. A CSV of final cells is not automatically a replacement for that workflow.
This guide uses official Clay documentation and current Gangly repository facts. Gangly did not test a Clay workspace, compare provider accuracy, reproduce credit use, verify outcomes, or obtain matched quotes.
Start with the data jobs
Inventory three layers: inputs and providers; transformations and decision logic; outputs and destinations. Then identify the provenance and cost of every material field.
For each active table or campaign, record owner, source, input keys, provider sequence, conditions, formulas, prompts and versions, manual edits, signal triggers, output schema, destination, write rule, credit use, retries, and consumers. Mark dormant workflows separately so they do not inflate the replacement requirement.
Use the Clay waterfall accuracy test on a frozen labeled sample. A switch should not be justified by generic data-quality complaints that the team never measured.
What Clay currently documents
Clay documents data-driven outbound and campaign orchestration. The Clay Sequencer page describes a campaign engine combining data, intent signals, AI copy, reply flows, and outbound sequencing. It also presents broader use cases including enrichment, research, ABM, PLG assist, rep assist, reverse ETL, and signals.
Clay University documentation used by the live migration canonical describes CSV export of table values and caveats around what is represented. A value export can support migration, but it does not itself preserve formula logic, provider lineage, run conditions, credit decisions, webhooks, edit history, or dependency edges.
Where Gangly is and is not a substitute
Gangly is not a general Clay table or enrichment replacement. Repository facts describe selected supported signals feeding reviewed rep work: outreach drafts, call preparation, meeting support, post-call outputs, and CRM suggestions.
| Required job | Clay documentation | Gangly boundary |
|---|---|---|
| Provider orchestration | Data and enrichment ecosystem | No arbitrary multi-provider waterfall claim |
| Programmable tables | Transformations, research, workflows | No general spreadsheet/workflow-builder claim |
| Signals and campaigns | Signals, copy, sequencing, reply flows | Supported signals and rep-reviewed drafts |
| Rep preparation | Rep-assist use cases | Connected call-prep and meeting workflow |
| CRM output | CRM enrichment and destinations | Reviewed supported CRM follow-through |
A common valid design keeps Clay upstream for enrichment or custom evidence and uses Gangly only after a stable, permitted signal reaches the rep. Specify a handoff schema and one owner for each CRM write.
Run a shadow table test
Replay the same frozen rows through the incumbent and proposed design. Include valid matches, missing inputs, catch-all domains, common names, job changers, parent-child companies, provider disagreement, timeouts, nulls, duplicates, manual overrides, stale signals, and suppressed records.
Compare eligible-row coverage, correct values, source traceability, provider calls, credits consumed, latency, manual corrections, downstream accepted actions, duplicate writes, suppression behavior, and operator hours. Separately reconcile each dependency: input → provider → transformation → condition → output → destination.
Do not award credit for a correct final email when provenance or permitted use is missing. Do not penalize abstention when the source evidence is insufficient.
Plan the switch boundary
Export values, preserve logic, and stage destinations before stopping runs. Inventory workspaces, users, tables, views, sources, webhooks, integrations, columns, formulas, prompts, provider settings, run conditions, signals, campaigns, templates, reply logic, credit history, exports, and destinations.
The Clay migration checklist owns dependency graphs, provenance, stop-run controls, snapshot and final delta, staging, reconciliation, rollback, and decommission. Label each component portable, reconstructable, intentionally retired, or unavailable.
Make the decision
Keep Clay when programmable enrichment, provider choice, custom transformations, or campaign execution is essential and validated. Use Clay with Gangly when Clay owns upstream evidence and Gangly improves accepted rep work with an explicit handoff. Switch only when every required provider, transformation, provenance field, destination, and active campaign has a tested owner.
Normalize subscription, seats, credits, provider charges, data licenses, implementation, GTM engineering, manual review, corrections, integrations, overlap, migration, and exit. A simpler rep interface cannot compensate for lost source lineage or missing enrichment coverage.