Goro vs Apify: managed actors or one connection?
Apify is a marketplace of thousands of scrapers you pick, configure and run yourself. Goro puts a curated set behind one MCP connection with one balance. An honest comparison.
- Published
- Reading time
- 9 min read
- Prices checked
- August 2026
Positioning
What is each one actually for?
Apify is infrastructure for running scrapers: a store of programs, a cloud to run them on, and a meter that follows the resources each run consumes. Goro is a data layer for an agent: a short list of tools that already work, each with one price and no setup. Both can hand an AI agent structured data over MCP, and that is where the similarity stops.
What Apify is
Apify is a serverless cloud for web scraping and automation, plus the marketplace those programs live in. The store advertises 57,000+ ready-to-run tools called actors, published by Apify and by independent developers. Each actor sets its own pricing model: pay per result, pay per event, pay per usage, or a monthly rental. Their own docs tell you to always check an actor's pricing section to see what is included, because most pay per event actors bundle platform usage and some do not.
Underneath every actor sits the platform meter. Usage is billed in compute units, where one CU is 1 GB of RAM running for one hour, at $0.2 per CU on Free and Starter, $0.16 on Scale and $0.13 on Business. Proxies are billed separately, residential traffic at $8 per GB falling to $7 on Business, and your plan sets the memory and concurrency ceiling you run inside. The control is the product: you choose the actor, the memory, the proxy and the schedule, and the rates improve as you grow.
What Goro is
Goro is one connection that gives an agent 77 tools across nine categories, from social platforms and ecommerce to people, search, maps and media generation. There is no account at the source and no API key to collect, because the credentials are ours. Signing up and browsing the catalog are free, and a plan, Build or Scale, fills one balance with included credit every month plus optional top-ups. Every call carries a price the agent can read before it runs, and a call that fails is not charged. There is no memory setting and no run to babysit, because there is nothing for you to operate.
So the real question is not which catalog is bigger. It is who does the operating. Apify hands you the console, and we hand your agent the answer.
Side by side
How the two differ, line by line
Eleven dimensions that change what you pay or what you have to run. A mark means the answer is a clean yes or no, and most are not.
| Dimension | Goro | |
|---|---|---|
| Pricing model | Plans from $19 with included credit, every call priced on its own from that balance. | Monthly plan that includes the same amount of platform usage, with each actor's own price drawn against it. |
| Entry price | Plans from $19 a month, sign-up and discovery free. | Free plan at $0 with $5 of platform usage a month. Starter $29 a month, $26 billed annually, with $29 of usage included. |
| What one unit is | One tool call, priced before it runs. | Set by the actor: a result, an event, or a compute unit, where 1 CU is 1 GB of RAM for an hour. |
| A quiet month | The plan fee is due regardless, and unused included credit expires at renewal. Purchased credit never expires. | No. The plan fee is due and unused credit expires monthly, with no rollover. |
| Catalog | 77 tools across nine categories, one name per job. | 57,000+ actors, published by Apify and independent developers. |
| Choosing a tool | Yes. One tested tool per job, with a published price. | You compare competing actors and read each one's pricing section to see what is included. |
| Running it | Yes. Nothing to configure. Typed inputs, sane defaults. | Yours to set: memory, concurrency, proxies and schedule, inside plan limits of 16 GB to 512 GB and 25 to 256 concurrent runs. |
| Proxies | Yes. Included in the price of the call. | Billed separately. Residential $8 per GB, $7 on Business. SERPs $2.5 per 1,000, $1.7 on Business. |
| Accounts and keys | Yes. None. No API keys to collect or rotate. | One Apify account and an API token, which running an actor over MCP always requires. |
| How an agent connects | Yes. MCP, plain HTTP, or an agent skill. | Yes. Hosted MCP server at mcp.apify.com. Actor search is anonymous, running one needs a token, and rental actors are excluded. |
| Price changes | The price of a call is shown before the call runs. | A developer can raise an actor's price with 14 days' notice, at most once a month per actor. |
Pricing
What does the same agent workload cost on each?
Take an agent watching creators for a month: 500 Instagram profile lookups, and 200 TikTok profile pulls of 30 posts each. On Goro that is 700 calls and $8.85, debited as the calls run. On Apify it is two actors you choose, configure and operate, billed at whatever they charge for 500 profiles and 6,000 posts, against a plan that starts at $0 with $5 of usage included and steps to $29 a month.
We are not going to put a dollar figure in Apify's column, because there is not one figure to put. Prices are set per actor by the developer who published it, two actors that scrape the same site can charge very differently, and a price can be raised with 14 days' notice. What is knowable up front is the platform around them. The rest is work: pick the actor, read its pricing section, run it, then check what the run consumed. Do that once and you have your number, and at volume it may well beat ours.
| What the agent does | Calls | Cost | On Apify |
|---|---|---|---|
| Instagram profile$0.0069 per profile | 500 | $3.45 | 1 actor + usage |
| TikTok profile posts$0.0009 per result, 30 results a call | 200 | $5.40 | 1 actor + usage |
| One month | 700 | $8.85 | 2 actors + usage |
$8.85 for the month
700 calls, debited one at a time from one balance once you are on a plan. Half the workload next month costs about half as much in credit spent; $19 buys $25 of it on Build.
From $0, plus the actors
The Free plan includes $5 of platform usage a month and unused credit does not roll over. Starter is $29 a month, or $26 billed annually, and includes $29 of usage. Compute is $0.2 per CU on both, and each actor's own price is drawn against the same budget.
Where each one wins
When Apify is the better choice
- You know which actor you want and you run it hard. At volume, tuning the actor yourself and paying platform rates directly beats paying anyone to stand in the middle, and the compute rate falls from $0.2 to $0.13 per CU as plans grow.
- The job is outside a curated catalog. 57,000+ actors reaches long-tail sites, regional platforms and niche marketplaces that 77 tools never will, and breadth is the point of a marketplace.
- You want to build the scraper, not just call it. Apify is a development platform: write an actor, run it on their cloud, publish it to the store and earn from other people's runs. There is no equivalent here.
- You need to own the run. Schedules, retries, logs, dataset storage, webhooks and memory per run are all yours to set, and for a data team with an SLA that is not overhead, it is the requirement.
- You already pay for a plan. The included usage is bought either way, and their MCP server puts store actors in front of your agent with nothing new to buy.
When Goro is the better choice
- The agent should just be able to call the thing. One connection, typed inputs, no account at the source, no memory setting to get wrong and no run to watch.
- You want the price before the work. Every call shows what it costs before it runs, so a model can decide whether an answer is worth the money, and a failed call costs nothing.
- Spend can track use exactly. Every call is priced on its own within your plan, so you always know what a run cost.
- The workload is broad but shallow. 77 tools on one balance beats choosing, configuring and monitoring a dozen separate programs for a dozen small jobs.
- Nobody on the team wants the operator job. Comparing actors, reading pricing sections and tuning memory is real work, and it only pays for itself at volume.
Both lists are short on purpose. If your workload is not on either one, the honest answer is that the choice will not move your bill much, and you should pick the one your team already knows. Ask us at hello@usegoro.ai and we will tell you if Apify is the better buy.
Using both
Can you run Apify and Goro together?
Yes, and for a data team it is often the right split rather than a compromise. Give the agent both MCP connections: send the everyday pulls here, the ones it makes hundreds of times a month at a price it can read in advance, and keep Apify for the long tail. A site nobody else covers, a scraper your team wrote, a run that needs a schedule and a dataset you keep.
Common questions
Is Goro cheaper than Apify?
It depends on volume and on who does the tuning. The 700-call month above is $8.85 here with nothing to set up, while on Apify it is whatever the actors you pick charge, inside a plan that starts free with $5 of usage and steps to $29 a month. At volume, a team that picks the right actor and tunes it well usually pays less going direct, helped by a compute rate that falls from $0.2 to $0.13 per CU.
Why does Goro have 77 tools when Apify's store has 57,000?
Because they are different products. Apify is a marketplace anyone can publish to, and breadth is the point. Ours is curated: 77 tools we test, with typed inputs and a published price, so an agent can call one without comparing actors first. If the tool you need is missing, tell us at hello@usegoro.ai.
Does Apify have an MCP server?
Yes. Apify hosts one at mcp.apify.com that can discover and run actors from its store. Searching actors and reading docs work without a token, running an actor always requires authentication, and full-permission and rental actors are excluded. Those are Apify's own docs, checked in August 2026.
Can I use Apify and Goro together?
Yes, and plenty of teams should. Give your agent both connections: ours for the pulls it makes every day at a known price, theirs for a long-tail actor, a scheduled run or a scraper your team wrote. A prepaid balance and an Apify plan do not conflict.