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Some workflows are too big, too sensitive, or too custom for a no-code tool. That's where Python comes in — typed services, scheduled jobs, ETL pipelines, scraping, AI-augmented scripts. Engineered like software, not glue.
A 1M-row daily ETL on Zapier is a $5,000/month bill. Same job on a Lambda + S3 runs for under $100. We migrate workflows to Python when the math demands it.
Recursion, graph algorithms, state machines, fuzzy deduplication, scientific math — these belong in Python, not a node graph. We write clean code, tested, with type hints.
Structured logs, OpenTelemetry traces, Sentry error tracking, Prometheus metrics — Python pipelines we ship are instrumented from the first commit.
Embedding pipelines, RAG systems, agent loops, evaluation harnesses — building these in Python (with LangChain or LlamaIndex when it earns its keep) keeps you in control.
(scope) — fixed, written
F.01
Pandas / Polars / DuckDB pipelines, scheduled batch jobs, idempotent re-runs.
F.02
Playwright + proxy rotation, polite rate-limiting, raw + parsed snapshots stored.
F.03
FastAPI services with typed request/response, OpenAPI specs, deployed to Cloud Run / Render.
F.04
GitHub Actions, Modal, or APScheduler — picked for cold-start and concurrency profile.
F.05
OpenAI / Anthropic SDKs, LangChain when warranted, vector stores, eval harnesses.
F.06
Structured logs, OpenTelemetry traces, Sentry, Prometheus metrics — instrumented from day one.
(field) — typed · tested · observable
Type-safe pipelines.
Predictable runtime.
No vague handoffs. Each engagement ends with a clean, documented system your team can run with.
Fixed price, fixed scope, fixed timeline. No surprises on the invoice.
Script sprint
from $399
Pipeline build
from $2,499
Engineering retainer
from $1,499 / mo
30-minute strategy call. We'll map the highest-leverage automations in your business, scope a website if you need one, and quote a fixed price — whether you hire us or not.