A silent failure = the platform accepts your event, tells you nothing went wrong, and the work never happens. Everyone who runs automations long enough has a story; nobody publishes a rate. So I measured one.

Setup: identical workflows on every platform (webhook in → HTTP out), with both endpoints under my control,so a third-party app outage can't be blamed for a platform failure. A cron fires ID-tagged events around the clock; every receipt is reconciled against every fired event, one by one. I paid for all the plans myself.

Results after 5,141 monitored runs (3 weeks):

n8n (self-hosted): 3,714 runs,0 silent failures,95% CI on the true rate ≤ 0.10%,median delivery 0.8 s

Make (paid plan): 228 runs,0 silent failures,CI ≤ 1.7%,median delivery 1.0 s

Zapier (paid plan): 231 runs,0 silent failures,CI ≤ 1.6%,median delivery 4.4 s

So under normal operation: nobody silently dropped anything. That's genuinely good news, and the confidence intervals are there because 0-in-231 and 0-in-3,714 are different claims.

The interesting failures were at the edges:

1. The quota wall. When Pipedream's free-tier credits ran out mid-test, its webhooks kept returning success while dropping 14 of 14 deliveries. No error, no queue,"accepted" just quietly stopped meaning "delivered". If your automation touches revenue, the failure semantics at the quota boundary matter more than the pricing page.
2. One rejected POST. My own n8n box (deliberately tiny 1 GB VM) stalled about 8 seconds under a 10-event burst and refused one POST. The sender saw the error, so it's not a silent failure,but it taught me to record send outcomes separately, because a sender that ignores a non-2xx turns a loud failure into a silent one.
3. The meters are honest. Zapier's task meter matched my executed-action count exactly (45 = 45). Filtered runs and editor tests billed $0 on both paid platforms. The "filtered runs still burn tasks" folklore didn't survive contact with the meter.

Honest limitations: paid-platform samples are small (that's what the CIs are for), it's one workload shape, and three weeks is short. The harness keeps running and the numbers tighten every week.

Full method, per-run raw CSV and the always-current numbers are linked in my first comment below (no affiliate links on that page; the site discloses how it makes money elsewhere).

Happy to answer anything about the harness,and if there's a failure mode you want tested, tell me and I'll add it to the queue.

Happy Wednesday everyone! 🙂

I've spent years building with no-code, and lately I've been asking myself a question...

What if the future isn't "no-code" or "all code"... but knowing when to use each?

This Friday, we're putting that to the test.

Our AI Marketing Manager, Bryce Vernon, is building the same automation three different ways:

⚡ Entirely in Claude

⚡ As a Zap

⚡ As a Zap + a Code step written with Claude using the Zapier SDK

I'm genuinely curious to see where the trade-offs are, and I think it'll spark a really interesting discussion.

If you'd like to build along with us in our Zapier Discord community, we'd love to have you.

📅 Friday 24

https://luma.com/z48gg70f

No error — just quiet. Auth expires, a trigger stops firing, someone renames a field, and the Zap simply hasn't run in two weeks. Everything I read says the client usually notices before the builder does, which seems like a brutal look.

If you run automations for clients: what's your actual setup for catching this? Zapier Manager meta-zaps? Manually checking task history? Something paid?

Second question: between builds, do you send clients anything that proves everything's running — some kind of health report — or does the retainer just ride on trust until something breaks?

https://i.imgur.com/ImxuPQp.jpeg I like the recent improvements to AI by Zapier, and I think it's pretty close to being a full-on replacement for Zapier Agents, with the added benefit of being able to build and troubleshoot inline in the Zap editor, without having to switch into a separate UI.

Two things that could use improvement:

1. I miss the one-click "Improve prompt" button from the previous version. That allowed me to write a messy vague prompt and have it fleshed out into a much better prompt. Now, it seems like we're meant to use the "Ask co-pilot" button, but that opens in a separate sidebar and is much, much slower
2. It's hard to understand how many tasks might get consumed by this step. Is it 3? Is it maybe up to 75? That seems like a pretty wide range.

I created two zaps in Zapier and connected Zapier to Alexa. The zaps work fine in test mode but whenever I give a voice command to Alexa and say "Alexa open Zapier", I get the error message. "Zapier is currently experiencing issues. Please try again later". I have been getting this problem for over a day. How can I solve this?

I'm building a package tracking chatbot using LeadConnector (HighLevel) Conversational AI and Zapier, and I'm stuck on making the flow repeat without ending the conversation.

Current Flow

The AI router detects when the user wants to track a package.

Then the flow is:

1. AI Message → Ask for tracking number.
2. Capture Information → Save tracking number.
3. Webhook → Send tracking number to Zapier.
4. Zapier:
   • Catch Hook
   • Find Package (API)
   • Request Tracking Status (API)
   • Run JavaScript (format response)
   • Update LeadConnector Contact
   • Update Opportunity
5. Back in LeadConnector → Display the tracking status.

Everything works correctly.

The problem is that once the flow finishes, it ends.

If the user later says:

or

the bot doesn't go back through the same process. The conversation flow has already finished.

What I want

I want the conversation to behave like this:

User: Track my package.

Bot: Sure! What's your tracking number?

User: 9400XXXX

Bot:
Delivered
July 8 at 2:34 PM

User: Thanks.

User: Can you track another package?

Bot: Of course! What's the tracking number?

User: 1ZXXXX

Bot:
In Transit
Expected tomorrow

User: Track another one.

Bot: Sure! What's the tracking number?

Essentially I want the tracking flow to be reusable indefinitely during the same conversation.

My question

Is there a way in LeadConnector Conversational AI to:

• Loop back to the "Ask for tracking number" step?
• Re-trigger the same webhook multiple times within one conversation?
• Restart only that branch without ending the conversation?
• Or is the intended approach to use a Custom Trigger instead of a normal conversation flow?

I've attached screenshots of both the LeadConnector conversation flow and the Zapier workflow.

Has anyone implemented a reusable "tool" or looping workflow like this?

Any guidance would be greatly appreciated.

Hello All, my partner and I are creating a marketplace and I am the tech side of the company. I have never used Zapier before and need some assistance either with a professional or someone to point me in the right direction to create some automation between Sharetribe and ShipStation. It is a peer-to-peer marketplace and need help generating labels for sellers when an item is purchased. This is all very foreign and any help is appreciated.

I am working on project in which client uploads his details and it automatically opens itr portal uses details and reset the password and otp is asked from the client. But automation task is not working as the website doesnot allow any third party extension to visit portal like playwright and puppeteer, what can i use to automate my work.

The workflow was fine until this morning. But now i get the following message

“This Zapier Tables Step hit an error
Error code:4000: encountered 2 validation errors.”

It believes I’m using an invalid record ID, but the ID is pulled directly from a previous step. Is anyone else seeing this?

I message my facebook page but Message text only show Hello World! always.

I tried clicking the find new records and other stuff but no luck.

With recent decision to retire Functions and integrate its features into the Code step, Copilot's internal generator keeps saying that it cannot interact with other Apps connected, and insisting to use an API call inline. I had to paste in the documentation for it to "understand" this is doable and manually override its internal generator.

I'm setting up Zapier to connect data from our sales software to our new CRM database we just launched. I believe I need the Zapier Professional account. Appreciate if folks can confirm that it will be sufficient for our needs! (or if we could get away with the free account)

• Sales software uses WebHook that we'd trigger on create new person, and create new transaction
• 10 to 20 new ppl per month: 10 to 15 fields per person
• ~50 transactions per month: 10 to 15 fields each
• Data needs formatting / filtering: e.g. title case for names, check emails are valid, etc.
• Data needs some formula work: e.g. concatenate 3 fields with separators, send that to 1 field in our CRM database; or take just the year and/or month from a date instead of the entire field, etc.

Is each piece of data associated with a trigger one task? E.g. if we're sending a new contact record over, with 10 pieces of data (name, email, address, etc.) that counts as 15 tasks? If so I count 600 to 1,000 tasks per month and we need to upgrade to Professional tier 2

thanks so much!

​I rely heavily on Make and Zapier, and my recent OpenAI bill just made me sick.

​I checked my logs and saw that GPT-4o is handling literally everything. I'm paying premium prices for things like simple paragraph summaries and basic grammar checks.

​I’d love to just route the easy stuff to GPT-4o-mini or Llama 3, but trying to build a dynamic routing system based on prompt complexity inside Make/Zapier feels way too complicated for what it is.

​How are you guys handling this? Are there any good tricks or simple setups to stop bleeding money on easy prompts?

6 client zaps, pdf step at the end. test runs fine. live form at 11pm, empty attachment, three error emails, im the one getting paged.

tried built in converter, docsautomator, that monkey template everyone swears by. success badge green. pdf blank or 47 pages of css garbage??

two afternoons and my notion fix list is embarrassing. dont open it.

one pdf per airtable row, dynamic fields, under 2mb. cant babysit at 2am..

running zaps for 3 small clients. typeform to google doc to pdf, or zapier's pdf step when it actually works.

fine until someone renames a field or adds a column and the whole invoice looks like a ransom note. spent maybe 6 hours last month fixing templates that werent even broken on my end.

one client swapped their typeform and i didnt notice for a week?? cool.

gotta be a way to map fields once and not babysit every form edit... havent found anything that survives clients randomly touching their forms

Put together this video tutorial on converting Typeform responses to PDFs in Zapier with DocuPotion.

I use Typeform in the video, but the same approach can be applied to any form app (Google Forms, Jotform etc.)

Hope it's useful and happy to help if there are any questions!

Hey, I need a zapier automation where all the Image URLs get postet when the according Status cell says „Ready“. It is important that it is a dynamic zap where all the Image URLs with „Ready“ Cells get postet and not just one.

I tried it already with a schedule as a trigger and then google sheets > lookup spreadsheet rows and the post on instagram. But I dont know what to insert into the configure field at the actions lookup spreadsheet and post on instagram.
What I need to know is what array or dynamic mapping I have to put into the configure fields, so all the links with Ready cells get posted.

~Jannis

I am using zapier to send facebook leads to crm.

Previously there was an optoin to transfer all the leads at once from zapier to crm but now zapier is asking me to build a table and upload my data from facebook

Does anyone know how to use the old transfer data method

Hi all, just released a new video tutorial that may be of interest to some people.

I show how to automatically fill out PDF forms in Zapier with DocuPotion, using data from a Google Form submission.

https://www.youtube.com/watch?v=ZFvrMouxTXU

Disclaimer: I'm the founder of DocuPotion

How it works at a high level:

- Take an existing fillable PDF and turn it into a reusable template in DocuPotion
- Ensure fillable inputs are named correctly
- Map data from a Zapier trigger / action to the {{merge_fields}} in the template using the DocuPotion Zapier app

That's pretty much it. I use Google Forms in the video, but you can use any other data source too (EG Airtable, Google Sheets Typeform, Tally, Hubspot, Notion)

Happy to help if anyone has any questions!

Alex

Hello Reddit community! 👋 🙂
Claudia here, Sr Community Specialist @ Zapier.
​I'd like to invite you all to join us on our next co-building event.

We've been running SDK sessions in our Zapier Discord community for a few weeks now, and each event gets better than the previous one.
It's been incredible watching you all start building new solutions with these technologies; and every use case you've shared has left us excited and inspired to do more.

​Here's how our co-building session works: we learn together, build together, then you build your own use case with a Zapier team member ready to support.

Our next co-build is happening this Friday, June 19th at 11.30am ET.

Would you like to join?

RSVP Here 🙂 See you on Friday!