Automation & Scripting

If you do it every week, we can script it.

Data pipelines, API integrations, web scrapers, and scheduled jobs — built to run themselves, log what they do, and recover when something upstream breaks. Everything below is running live on this page; nothing here is a screenshot.

Workflow automation Data pipelines API integrations Web scraping (legit) Scheduled jobs Retry & logging
Retry-firstReal integrations break — good ones recover
Live in your browserEvery demo below runs on this page
Logged & observableEvery run leaves a trail you can read
Since 2012Building for the web for over a decade
DEMO 01

A pipeline that runs — and recovers

A workflow runner with the parts that actually matter on day two: per-step timings and record counts, a conditional quarantine branch, a filterable log, a dry-run mode that writes nothing, and a run history you can click back through. Run it clean, then run it with an upstream failure and watch the retry path.

  • Click any step to inspect it
  • Conditional quarantine branch
  • Info / warn / error log filters
  • Dry-run mode
  • Re-viewable run history
orders-nightly-sync simulated 0 6 * * * UTC concurrency 1 live writes
if invalid rows > 0
Run log
Step inspector
Run history no runs yet

    Simulated pipeline — scripted stages, seeded record counts, and generated log lines; no API is called. Timestamps and durations come from your own clock. Your build runs this same shape against your actual systems.

    WHAT WE TAKE ON

    Six shapes of automation work

    Concrete projects we ship for clients — each scoped as a fixed-price milestone on Upwork.

    System-to-system sync

    Two tools that don't talk, made to — a nightly job that keeps your CRM, store, and books in agreement without anyone touching a spreadsheet.

    Fixed-price on Upwork

    Report that runs itself

    The weekly report you build by hand, generated and delivered on a schedule — formatted, filtered, and emailed to the right people.

    Fixed-price on Upwork

    API glue & webhooks

    Wire a webhook to a CRM, a payment event to an email, a form to a database — the connective tissue between the tools you already pay for.

    Fixed-price on Upwork

    Web scraping (legit)

    Structured data pulled from sources you're allowed to use — respectful crawling, clean CSV/JSON out, rate-limited and documented.

    Fixed-price on Upwork

    Scheduled jobs

    Cron jobs, queue workers, and background tasks set up to run reliably — with alerts when something needs a human.

    Fixed-price on Upwork

    One-off chore killer

    That recurring manual task that eats an afternoon — turned into a script you run once, or that runs without you.

    Fixed-price on Upwork
    DEMO 02

    A scraper, working the queue

    Four sources move through a fetch → parse → done lifecycle with live throughput and ETA readouts. Open the settings drawer to change rate limits and retry policy, pause or cancel mid-crawl, and watch the deals endpoint hit a 429 and back off before retrying. Sort and filter the results, then export CSV or JSON.

    • Rate limit & retry settings
    • Pause / resume / cancel
    • 429 back-off with countdown
    • Sortable, filterable results
    • CSV / JSON export & copy
    Crawl queue simulated
    Progress0%
    Throughput— rows/s
    Elapsed0.0s
    ETA
    Stateidle
    Extracted rows 0 items

    Simulated crawl, generated data — no network requests are made and every host is a placeholder .example domain. We only ever scrape sources you're allowed to, at a respectful rate, with the robots rules honoured.

    HOW IT WORKS

    Three steps, preview-first

    You see real work before you spend anything.

    1

    Describe the chore

    What you do by hand, how often, and which tools are involved. A screen recording is worth a thousand words.

    2

    See a dry run

    We usually reply with the pipeline running against a sample — logs, output, and the failure path — before you commit.

    3

    Ship it on Upwork

    Funded milestones, scheduled and monitored, with docs so you can run it yourself. You approve before it goes live.

    DEMO 03

    A schedule builder, in plain English

    Start from a preset or build it by hand. It writes the human sentence, the cron expression, and the next ten real run times in whichever timezone you pick — plus a ready-to-paste crontab line that respects your overlap policy. Paste a cron string back in and it reads it into the builder.

    • Preset library
    • Timezone-aware next runs
    • Overlap / misfire policy
    • Paste-a-cron parser
    • Copy cron or crontab line
    Presets
    Frequency
    Day of week
    If the previous run is still going

    Every hour, on the hour
    Next 10 runs
      Crontab line
      
                  

      Real computation — run times are stepped minute by minute in the timezone you select, using your device's clock and the browser's own timezone database. Nothing is scheduled here; this only generates the expression and crontab line your job would use.

      How we work on automation projects

      Scoped, fixed-price milestones through Upwork — you see a dry run on sample data before you fund anything, and you own the scripts and docs when we're done. No retainers, no lock-in, no surprise line items.

      Python Node.js REST APIs Cron / queues Docker Workers

      Got a weekly chore worth killing?

      Tell us what you do by hand and how often — we'll usually answer with a dry run, not a promise.

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      Hire on Upwork