Skip to content
← Back to articles & customer stories

Building with Pipedream: What I Wish Someone Told Me

2025-08-17EngineeringAndrew Yoshikawa

Building with Pipedream: What I Wish Someone Told Me

If you’re anything like me, you probably looked at Pipedream and thought: “This is it. I can automate everything in one glorious weekend. World domination, here we come.” Yeah… no. Turns out, automation workflows are less like a weekend hackathon and more like Ikea furniture. Looks simple in the pictures. In reality? Missing screws, backwards panels, and at least one moment where you question every decision that brought you here. So, let me save you some of the bruises. Here are the lessons I’ve learned (the hard way), plus the best practices that keep me and the TETHiK team sane.


The Big Swing (And the Hard Lesson)

We’re small but mighty in almost everything—except marketing. So when I saw a quick demo of Pipedream, I got it in my head: “I’ll build 14 separate agents to cover TOFA, MOFA, and BOFA. Boom. Sales and marketing automated in half a day.”

You can already see where this is going. Half a day later, plus an extra two-hour working session with my (very patient) technical cofounders, I still didn’t have my first agent working to spec. What I had instead was 100% functionality in areas I didn’t actually care about… and only about 70% of what I originally envisioned.

That’s when it hit me: building in Pipedream isn’t about going “fast and furious” with giant prompts and overly ambitious goals. It’s about stepping back, simplifying, and sometimes scrapping the mess to start clean.

By the end of that frustrating-but-valuable exercise, we landed on a much more streamlined approach. My expectations shifted, too:

  • At first, I thought we’d crank out all 14 agents in half a day.
  • Then I figured maybe a month.
  • Now, we’re on track for about a week and a half for full deployment—and this time, it’s actually realistic.


Lessons Learned

  1. String.com is stupidly good for non-technical teammates.
    Once we brought String.com into the mix, our non-engineers could build, test, and iterate without calling in the dev cavalry. Total game-changer.
  2. Don’t fall for the “one giant prompt” fantasy.
    I tried to be clever. I wrote one of those 12-sentence, all-in-one prompts that basically said, “Dear AI, please build me the entire internet.”
    The result? A mess. Hours of debugging. My Slack filled with bug notifications. My self-respect in question.
    Lesson: big prompts create big headaches.
  3. These things take time.
    Even when you nail the idea, a single workflow can easily eat up an hour (or more). That’s just how it goes—lots of trial, error, and “oh wait, I forgot that edge case.” Don’t fight it. Budget the time.

Best Practices (AKA how not to lose your mind)

  1. Use String.com.
    Let your non-technical teammates play. They’ll surprise you.
  2. Start small, then layer.
    Begin with one simple, high-level prompt.
    Example: “Send me an email when a new row is added to Google Sheets.”
    Cool. Once that works, add another single sentence: “Also, include the row data in the email.”
    Rinse and repeat. It’s like training a puppy—small steps, lots of treats.
  3. When the bugs pile up, nuke it.
    If your workflow starts looking like spaghetti code written by a caffeinated raccoon, stop. Copy your original prompt, add one clean new sentence that captures the latest feature, delete the old mess, and start over. Fresh builds are almost always faster than patch jobs.

Founder-to-Founder Advice

Automation can make you feel like Iron Man—or like the guy stuck in the suit when it locks up and you can’t move your arms. The difference is in your process.

  • Keep it simple.
  • Embrace iteration.
  • And for the love of your sanity, don’t write 10-paragraph prompts.

We’re still learning, but these practices have already saved us time, money, and a couple of migraines. Hopefully they’ll do the same for you.

Now, go forth and automate. Just don’t make the same mistake I did—14 agents in half a day is not a thing. Unless you enjoy pain.

← Back to articles & customer stories
Building with Pipedream: What I Wish Someone Told Me | TETHiK