Simplileap

// Automate

Workflows that run themselves — reliably

Business process automation for approval flows, document handling, multi-system orchestration, and task automation. We design workflows that handle failures gracefully, log every execution, and give stakeholders full visibility into their automated processes.

// Standards

Workflow engineering standards

Idempotent by design

Workflows that can be safely retried without side effects — deduplication keys, at-least-once delivery handled gracefully with idempotency patterns.

Observable execution

Every workflow execution logged with step-by-step trace, input/output snapshots at each step, and searchable execution history for debugging.

Failure-resilient

Dead letter queues for failed executions, configurable retry strategies, circuit breakers for failing downstream services, and alerting on failure rates.

Maintainable architecture

Workflows as code where complexity demands it — version-controlled, testable, and deployable via CI/CD rather than point-and-click configuration drift.

SLA monitoring

End-to-end workflow duration tracking with SLA thresholds and stakeholder alerting when business-critical workflows exceed expected completion times.

Multi-system orchestration

Coordinate across CRMs, ERPs, databases, and communication tools without creating brittle point-to-point integrations between every pair of systems.

// Technology

Automation technology stack

No-code / Low-code

n8nMake (Integromat)ZapierWorkatoPower AutomatePipedream

Workflow Engines

TemporalPrefectApache AirflowDagsterInngestBullMQ

Backend

Node.jsPythonFastAPINestJSGoTypeScript

Queues & Events

RabbitMQApache KafkaAWS SQSGoogle Pub/SubRedis StreamsAzure Service Bus

Document Tools

DocxtemplaterPuppeteerpdf-libApache PDFBoxGotenbergCarbone

Monitoring

DatadogSentryGrafanaCloudWatchPagerDutyOpsGenie

// Process

From process map to monitored production workflow

01

Process Mapping

2–3 days

Document the current workflow in detail — every step, decision point, actor, and exception path. Identify automation opportunities and boundaries where human judgement remains necessary.

// FAQ

Common questions about workflow automation

When should I use n8n/Make vs. custom code?+

No-code platforms work well for 3–10 step workflows with standard connectors and moderate volumes. Custom code (Temporal, Prefect, or simple Node.js workers) is better for high-volume workflows, complex error handling, custom business logic, or compliance requirements.

How do you handle workflow failures in production?+

Dead letter queues capture all failed workflow executions for manual inspection. Retry policies with exponential backoff handle transient failures. Alerting triggers on failure rate thresholds. Every failure is logged with complete context for fast diagnosis.

Can you automate multi-step approval processes?+

Yes — approval workflows with sequential or parallel approver steps, configurable deadlines, reminder notifications, escalation rules, delegation, and a complete audit trail. We typically implement these with n8n or a custom NestJS workflow engine.

What is the difference between a workflow and a simple script?+

Scripts are fire-and-forget with no state or retry logic. A workflow has persistent state, survives system restarts, handles failures gracefully, and provides visibility into every step. Temporal and Prefect provide durable execution guarantees that plain scripts cannot.

How do you ensure sensitive data is handled correctly in automated workflows?+

Input and output data at each step can be masked or excluded from execution logs. Data in transit is encrypted. Access to workflow execution history is role-controlled. We conduct data flow analysis as part of the design phase.

Ready to automate your business processes?