SSiddiq.in
n8n · Zapier · Make

Connect every tool. Skip the glue code.

If it has an API, we can wire it. Workflows that ingest, transform, route and alert — designed by engineers, maintained like code.

FormAPICronLogicroute + AICRMSlackEmail

Common workflow patterns.

Lead-to-CRM

Website → dedupe → enrich → assign → notify → nurture.

Order-to-fulfil

Stripe → inventory → Shiprocket → email → CRM.

Data sync

Two-way sync between apps that don't speak to each other.

AI pipeline

Event → GPT reasoning → action → log with cost per run.

Ship it like software.

Automation that breaks silently is worse than no automation. We treat workflows the way we treat production code.

  • Version-controlled workflows
  • Dead-letter queues + retries
  • Slack alerts on failure
  • Cost tracking per workflow
  • Test + prod environments
  • Runbook + handover docs

Orchestration FAQs.

Zapier for speed and non-technical owners. Make for visual complexity. n8n (self-hosted) when data privacy, cost at scale, or custom code matters. We'll pick per project.

n8n vs Zapier vs Make vs Temporal — pick by workflow shape

There is no best tool. There is the right tool for the workflow class you're building.

ToolBest workflowWeaknessCost at scale
ZapierSimple linear triggersLoops, branches get expensiveHigh — per-task pricing
Make (Integromat)Visual multi-branchComplex debuggingModerate
n8n (self-host)Long-running, custom codeYou run the infraLow — flat
Temporal / InngestDurable multi-day flowsSteeper learning curveLow per exec, higher build
Airflow / PrefectData pipelines, batchWrong tool for realtimeOps-heavy
Custom queue + workersExtreme scale or customBuild costLowest per unit

Idempotency, retries, and the rules that stop double-billing

Every serious orchestration has been burned by a retry storm. These are the rules we ship with, no exceptions.

  • Idempotency key per external call

    Every write to a third party carries a deterministic key. Retries are safe. Zero double-charges, double-emails, double-tickets.

  • Exponential backoff with jitter

    Retry at 1s, 3s, 10s, 30s + random jitter. Prevents thundering-herd on downstream after a blip.

  • Circuit breaker

    After N failures in T seconds, stop calling and alert. Continuing to hammer a down API multiplies the incident.

  • Dead-letter queue

    Failed messages after max retries land in DLQ with full context — never dropped, always replayable.

  • Compensating transactions

    Multi-step flows have explicit rollback steps for partial failures — the saga pattern, not "hope it succeeded".

  • Observability at step-level

    Every step traces input, output, duration, cost. Without this, debugging a 12-step workflow is guesswork.

Wire your stack, cleanly.

Book stack audit
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