Stop copying numbers from websites and apps into sheets: pick the right way in (API, RSS, a pay-per-call data API or, last, scraping), read an API doc, send HTTP requests with a bearer token, page through big lists, and keep the workflow running when a source changes.
Get Data From the Web Into Your Automations is a free, hands-on AI course for office, marketing and ops people who copy data from apps and websites into reports by hand, and anyone who has built a first automation and now wants outside data in it: 10 short modules (about 1.5 hours in all) where you do each step yourself in a safe practice copy of Coefficient, n8n and Webhook.site, which checks your work. No coding, no cost, and you can start without signing up.
Who it’s for: Office, marketing and ops people who copy data from apps and websites into reports by hand, and anyone who has built a first automation and now wants outside data in it. No coding.
Every Monday, someone at a small firm copies competitor prices, industry news, CRM numbers or Reddit questions into a sheet. It takes an hour or two, it is the first job skipped in a busy week, and a typo in the copy is a wrong number in the report.
All of that data can arrive on its own. The hard part is not the automation tool. It is the source: which way in is allowed and stable, where the key goes, why the sheet stops at 100 rows, what a 429 error means, and what to do when a free feed is switched off. This course teaches those ideas first, then practices them in real tools: Coefficient for CRM data in Google Sheets with no code, n8n's HTTP Request node for any API, webhooks for data that calls you, Litescrape for search results and ProLevelMax for Reddit after its RSS shutdown.
The payoff: reports that fill themselves, data sources that cost cents a month, and workflows that survive a source changing because you only have to swap one node.
What you’ll build
Module 3: You help Carla Mendez, who manages a four-person sales team at Keystone Advisory Group, a made-up company. She copies the pipeline into the Weekly Sales Report every Monday, and last week a deal reached the owner at the wrong stage.
Module 4: A manual trigger with five pinned invoices, and an Edit Fields node that outputs, for each invoice, a reminder ("Northpoint Realty is 34 days late"), the email and a late fee rounded to cents.
Module 5: A three-node workflow: a manual trigger, an HTTP Request that GETs one client from the CRM by username, and a second HTTP Request that POSTs a note with that client's email filled in by an expression.
Module 7: You copy a free listening address from Webhook.site, paste it into the contact form settings of a small business website (Riverbend Plumbing, made up), save it and send a test. The test arrives in the tester right away.
Module 10: An error workflow called Error alerts: an Error Trigger followed by a Gmail email that names the workflow, the step that broke, the error message and a link to the failed run.
Welcome to Stepthrough: you learn AI by doing it, on practice copies of real app screens, free and with no risk to your real accounts. Your first practice takes under two minutes.
Every Monday, someone at a small firm copies competitor prices, industry news, CRM numbers or Reddit questions into a sheet. It takes an hour or two, it is the first job skipped in a busy week, and a slip of the mouse is a wrong number in the report.
Many sales managers copy the team pipeline into the weekly report by hand. It eats an hour or more every Monday, the numbers are out of date by Tuesday, and a deal at the wrong stage can reach the owner.
Every n8n tutorial moves fast past the same part: how n8n holds data. It is the place most beginners get stuck, because until you can read items and write an expression, every workflow is a black box that either works or doesn't.
Every business runs on more apps than n8n has nodes for: a niche CRM, a booking tool, a supplier portal, the accounting add-on your bookkeeper likes. If an app has an API, the HTTP Request node lets n8n read from it and write to it anyway, so it stops being an island that someone copies data out of by hand.
Sending one API request is easy, and you did it in the last module. Real workflows break on three other things: the key put somewhere it leaks, a sheet that quietly stops at 100 rows when the CRM has 340, and a nightly run that fails at 2am because it asked too fast.
A prospect fills in the contact form on your website. The message lands in an inbox someone checks twice a day, and gets copied by hand into a spreadsheet, if anyone remembers. Every automation that fixes this starts the same way: "when someone fills in the form".
Switch a weekly n8n competitor-price workflow from SerpApi to Litescrape's Google Shopping API: change the HTTP Request URL, move the key into a Bearer Auth credential, test it and check the sheet.
Reddit switches off its RSS feeds on November 13. Swap the RSS Read node in your n8n workflow for one HTTP Request node that pulls the newest subreddit posts from ProLevelMax, then let AI sum up what people are asking.
Maple Lane Florist has a workflow that runs every morning at 6, gets the day’s wholesale prices from its flower supplier and updates the price sheet. One morning the supplier’s server was busy, the run failed, and nobody noticed.
For the practice: a web browser. Each module runs in a copy of the real tool’s screens, so you need no account and no sign-up to start module 1.
To do it for real: an n8n account. Each module says which one it uses.
Time to complete
About 1.5 hours of hands-on practice across 10 modules (209 steps in all). Modules take 2 to 12 minutes each, so you can do one in a sitting and come back for the next.
The ideas behind each module
Each module teaches one idea you will use again and again. Here it is in plain words: what it is, why a business uses it, and a real example.
There are four ways to get web data into an automation. An official API is the app's own door for software. An RSS feed is a free list of a site's newest posts. A third-party data API sells data such as search results per call. Web scraping reads the page like a person and breaks when the page changes.
Why a business uses it
Picking the source well is what keeps an automation alive. Official API first, RSS when a site offers it, a paid data API for things like search results, scraping only as a last resort.
A real example
A marketing agency reads industry news by RSS, its own CRM through the official API, and competitor prices from a search-results API, instead of scraping Google.
An HTTP request is the message your automation sends to an API: a method (GET to read, POST to send), a URL (the endpoint), query parameters, headers and sometimes a body. The answer is a status code and JSON.
Why a business uses it
The HTTP Request node connects n8n to any app with an API, including ones that have no node of their own.
A real example
GET a CRM's client list, filter it with a query parameter, then POST a note back with an expression.
A bearer token is a key sent in the Authorization header. Pagination means a big list comes back one page at a time. A rate limit caps how many requests you can send per minute, and a 429 status code means slow down.
Why a business uses it
These three cause most API workflows that "just stop working": a key in the URL, a sheet that quietly stops at 100 rows, a run that fails at 2am.
A real example
A nightly contacts pull uses a Bearer Auth credential, follows next_cursor until it is empty to get all 340 contacts, and retries with a wait on a 429.
Is Get Data From the Web Into Your Automations free?
Yes. All 10 modules of Get Data From the Web Into Your Automations are free, and you can start module 1 without signing up.
How long does Get Data From the Web Into Your Automations take?
About 1.5 hours of hands-on practice across 10 modules, beginner to advanced. Each module takes 2 to 12 minutes, so you can do one at a time.
Which tools will I practice in?
Coefficient, n8n and Webhook.site. You practice in a copy of each tool's real screens that checks every step, so nothing touches your real accounts, and no coding is needed.
Who is Get Data From the Web Into Your Automations for?
Office, marketing and ops people who copy data from apps and websites into reports by hand, and anyone who has built a first automation and now wants outside data in it. No coding.
Where do I start?
Start with module 1, Start Here: How Stepthrough Works. The modules are in order, so each one builds on the last.
What is the difference between an API and web scraping?
An API is a door an app opens for software: you ask for data and get clean JSON back, usually with a key. Scraping reads a web page the way a person would and pulls text out of the HTML. APIs are stable and allowed; scraping breaks when the page changes and is often blocked or against the site's terms.
Do I need to code to use an API?
No. Connectors such as Coefficient call the API for you, and n8n's HTTP Request node is a form you fill in: method, URL, parameters and a saved credential.
How much do pay-per-call APIs cost?
Often a fraction of a cent per call. For example, ProLevelMax listed its Subreddit feed at $0.003 per call in October 2026, so one call a day is about nine cents a month. Multiply calls per run by runs per month before you build, and check each provider's current prices.
What do I need before I start Get Data From the Web Into Your Automations?
Only a web browser for the practice: it runs in a copy of each tool's screens, so you need no account and no sign-up to start module 1. To repeat a module in your own tools afterwards, the modules list an n8n account.
What will I build in Get Data From the Web Into Your Automations?
A finished result in 5 of the 10 modules, for example: A manual trigger with five pinned invoices, and an Edit Fields node that outputs, for each invoice, a reminder ("Northpoint Realty is 34 days late"), the email and a late fee rounded to cents; A three-node workflow: a manual trigger, an HTTP Request that GETs one client from the CRM by username, and a second HTTP Request that POSTs a note with that client's email filled in by an expression; An error workflow called Error alerts: an Error Trigger followed by a Gmail email that names the workflow, the step that broke, the error message and a link to the failed run.