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03 / Service

Automation

Workflow, data, and back-office automations that replace spreadsheets and manual ops with reliable pipelines.

Not every automation needs AI. Sometimes it just needs a properly built workflow. We design back-office automations end-to-end: data ingestion, ETL, integrations, scheduled jobs, idempotent retries, and dashboards your team will actually look at. Reliable, monitored, owned.

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01/ Overview

How we think about automation.

Most operations problems are not AI problems. They are coordination problems: the same data lives in five systems, three people own pieces of the workflow, and the connecting tissue is a spreadsheet that breaks every Monday. Automation is the boring engineering that makes the connecting tissue real software.

We pick the lightest tool that survives production. n8n or Make for low-code workflows you want non-engineers to maintain. Temporal or Prefect for code-defined durable workflows when scale and reliability matter. Airflow for data-heavy DAGs. Always observable, always idempotent, always replaceable.

02/ Capabilities → 4 areas

What we build.

  1. Workflow automation

    From quick wins with n8n, Make, or Zapier to durable Temporal, Airflow, or Prefect workflows when the scale demands it. We pick the lightest tool that survives production.

  2. Data pipelines

    ETL/ELT with Airbyte, Fivetran, or Meltano. Transformations with dbt. Warehouses on Snowflake, BigQuery, or Postgres. Reverse-ETL via Hightouch or Census.

  3. Integrations & SaaS glue

    Connecting the 20 tools your business actually runs on. CRMs (HubSpot, Salesforce), billing (Stripe), support (Zendesk, Intercom), ops, with idempotent retries and observability baked in.

  4. Internal tools

    Dashboards, admin panels, and ops UIs using Django admin, Retool, Tooljet, or custom React. Replace spreadsheets with software your team trusts.

03/ Use cases → 6 examples

Where this shows up.

  • CRM and revops glue

    HubSpot ↔ Stripe ↔ Slack ↔ your data warehouse. The pipes that keep marketing, sales, and finance in sync without manual exports.

  • Support workflow automation

    Inbound ticket triage, routing, draft responses, SLA escalation. Built in n8n or Temporal depending on volume.

  • Data pipelines & warehousing

    Airbyte / Fivetran ingest → dbt transform → Snowflake / BigQuery warehouse → reverse-ETL back into the tools your team uses.

  • Internal ops platforms

    Replace 47 spreadsheets with one Django ops app, role-based dashboards, full audit log, importer for the legacy data.

  • Document & invoice processing

    Inbox → OCR → structured extraction → ERP. Humans review only the unsure ones.

  • Scheduled jobs & reports

    Weekly customer health digests, monthly board reports, daily ops summaries. Reliable, monitored, on-time.

04/ Why this ↓ outcomes

What you get back.

  1. Auditable systems

    Every action logged with who, when, and why. Auditors get a one-click report instead of a three-week investigation.

  2. Fewer humans on busywork

    Typical client saves 40–60 hours per week across the ops team in the first quarter.

  3. Reliable retries

    Idempotent steps and durable retries. A flaky API at 2am does not become a Tuesday all-hands.

  4. Replaceable by design

    Standard tools. Your team can take it over, change it, or rip it out without us. No magic boxes.

05/ Stack → 9 tools

Tools we use for automation.

n8nTemporalAirflowPrefectdbtAirbyteSnowflakeRetoolWebhooks

Want the full picture across every service? See the complete stack.

06/ Related work All Automation case studies →

Shipped with this service.

07/ Questions ↓ tap to expand

About automation.

n8n vs Zapier vs Temporal — what do you pick?

n8n: when you want self-hosted, want non-engineers to maintain, and need more flexibility than Zapier. Zapier / Make: when the team is non-technical and the workflows are simple. Temporal or Prefect: when failures, retries, and long-running jobs need real engineering. Airflow: when the workload is data-heavy DAGs. We tell you which one fits your scale.

Do you build with dbt?

Yes, dbt is our default for SQL transformations on top of Snowflake, BigQuery, Postgres, or Redshift. Including tests, docs, exposures, and CI integration.

Can you replace our existing automation that is barely working?

Often, yes. We audit what is in place, identify the parts that earn their keep, and rebuild the rest on tooling your team can actually own. Migrations are typically tenant-by-tenant or workflow-by-workflow, never big-bang.

Do you handle the long tail of integrations?

HubSpot, Salesforce, Stripe, Slack, Linear, Asana, Notion, Google Workspace, Microsoft 365, Zendesk, Intercom, QuickBooks, Xero, Twilio, SendGrid. If there is an API, we have wired it. We use webhooks + idempotency keys + retry queues, not "fire and pray".

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Working on automation?
Let's talk.

Tell us about the workflow you want to fix, the bottleneck you want gone, or the product you want shipped. We come back within 24 hours, usually with a few sharper questions.

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