Product Hunt Catalog
Every Product Hunt product — website, socials, company facts, launches, reviews, alternatives, awards and team.
20,000 rows in the dataset
Download the dataset
Get every row this scraper has collected as one CSV or JSONL file. If the data is older than maxAgeHours, the scraper is re-run with its configured settings first. The key needs the datasets:export scope.
DOWNLOAD_ID=$(curl -s -X POST "https://api.pandorlabs.com/v1/datasets/product-hunt-products/downloads" \ -H "Authorization: Bearer $PANDORLABS_KEY" \ -H "Content-Type: application/json" \ -d '{"maxAgeHours":24,"format":"csv"}' | jq -r '.id')while true; do STATUS=$(curl -s "https://api.pandorlabs.com/v1/downloads/$DOWNLOAD_ID" \ -H "Authorization: Bearer $PANDORLABS_KEY" | jq -r '.status') [ "$STATUS" != "refreshing" ] && break sleep 5donecurl -s "https://api.pandorlabs.com/v1/downloads/$DOWNLOAD_ID/file" \ -H "Authorization: Bearer $PANDORLABS_KEY" \ -o dataset.csvAt its current 20,000 rows, this download costs 200 credits when the data is fresh enough, or 400 credits when it has to be refreshed first.
The rate is 1 credit per 100 rows cached and 2 credits live, charged on the rows in the dataset when the download becomes ready. A failed refresh is not charged. The file stays downloadable for 24 hours. See pricing.
Start a run
To choose the targets yourself, send the parameters below as input. The call returns 202 with the run; the key needs the scrapers:run scope and the account a positive credit balance.
curl -X POST "https://api.pandorlabs.com/v1/scrapers/product-hunt-products/runs" \ -H "Authorization: Bearer $PANDORLABS_KEY" \ -H "Content-Type: application/json" \ -d '{ "input": { "mode": "backfill", "syncAfterDays": 30, "maxDiscoverPagesPerCategory": 50, "followLinks": true } }'A run is billed at the live rate once it finishes: 2 credits per 100 rows it collected. A run that collects nothing costs nothing.
Parameters
Every parameter is optional. Anything you leave out uses the default shown here; an unknown name or an invalid value is rejected with a 400 that lists each problem.
Mode
modeenum
Mode
backfill — walk every category listing into the product queue, then scrape the queue. discover — walk each category newest-first until the pages hold only known products, then scrape what is new. sync — rescrape products older than syncAfterDays, oldest first. drain — only scrape what is already queued. Every mode scrapes new products before stale ones.
- Default
backfill- Allowed values
backfilldiscoversyncdrain
syncAfterDaysnumber
Resync after (days)
In sync mode, products last scraped longer ago than this are rescraped.
- Default
30- Range
- 1 to 3650
maxDiscoverPagesPerCategorynumber
Max newest-first pages per category
Discover mode stops a category after two pages with no unknown product, or after this many pages.
- Default
50- Range
- 1 to 10000
followLinksboolean
Queue linked products
Queue products seen in alternatives, customers and makers' product lists. Catches products filed under no category, which no listing ever shows.
- Default
true
Advanced
categoriesInParallelnumber
Category listings in parallel
- Default
8- Range
- 1 to 64
concurrencynumber
Products in parallel
Products scraped at once. Each one fetches its sections in parallel and its team four profiles at a time, all under maxInFlight.
- Default
32- Range
- 1 to 128
maxInFlightnumber
Max requests in flight
Global cap on simultaneous requests to Product Hunt, whatever the concurrency. A 429 pauses every worker together.
- Default
96- Range
- 1 to 256
requestDelayMsnumber
Delay between requests (ms)
- Default
0- Range
- 0 to 60000
maxConsecutiveBlocksnumber
Abort after consecutive blocks
A challenged request is retried after a pause; once Cloudflare refuses this many requests in a row the run stops and keeps what it collected. High enough to ride out an isolated challenge under heavy concurrency, low enough that a challenged IP stops within seconds.
- Default
10- Range
- 1 to 100
maxOfflineMinutesnumber
Abort after offline (minutes)
Connection failures pause the crawl and retry with backoff instead of skipping work. If Product Hunt stays unreachable this long, the run stops cleanly so it can be resumed.
- Default
30- Range
- 1 to 1440
Access
cookiestring
Cloudflare cookie
Usually unnecessary. Cloudflare only challenges some IPs (typically VPN or datacenter ranges); from those, solve the challenge in a browser on the same IP and paste its cf_clearance (the bare value or a full Cookie header) with that browser's userAgent.
- Default
- none
- Example
cf_clearance=…
userAgentstring
User-Agent
Only matters with a cookie: use the User-Agent of the browser that produced it.
- Default
Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv:156.0) Gecko/20100101 Firefox/156.0
impersonationenum
TLS profile
Match the browser family of the User-Agent.
- Default
firefox- Allowed values
firefoxchrome
useProxyboolean
Use the proxy pool
Off by default: a rotating pool mixes IPs Cloudflare lets through with ones it challenges.
- Default
false
Scope
categoriesstring[]
Category slugs
Empty discovers every category from /categories, recursing into subcategories.
- Default
- none
- Example
engineering-development
productsstring[]
Product slugs
Scrape exactly these products and skip category discovery.
- Default
- none
- Example
vercel
includeSubcategoriesboolean
Include subcategories
- Default
true
featuredOnlyboolean
Featured products only
The site defaults to featured products; off collects the full category listing.
- Default
false
maxProductsnumber
Max products per run
- Default
1000000- Range
- 1 to 1000000
maxCategoriesnumber
Max categories per run
- Default
5000- Range
- 1 to 5000
maxPagesPerCategorynumber
Max listing pages per category
Twenty products per page; Product Hunt caps the page size.
- Default
10000- Range
- 1 to 10000
refreshAfterHoursnumber
Refresh after (hours)
How long a category listing checkpoint stays valid for backfill resumes, and, with rescrapeKnownMakers, how old a maker must be to be refetched.
- Default
24- Range
- 0 to 8760
resumeCategoriesboolean
Resume category listings
Checkpoints each category listing in lead_gen_product_hunt_crawl_state. Within refreshAfterHours a rerun skips categories already walked to the end and restarts partial ones one page before where they stopped, instead of re-reading every listing from page 1.
- Default
true
Depth
productSectionsstring[]
Product sections
Empty fetches all of: layout, about, reviewSummary, reviews, launches, alternatives, customers, team, awards, embed.
- Default
- none
- Example
layout, about, reviewSummary, reviews, launches, alternatives, customers, team, awards, embed
scrapeTeamProfilesboolean
Scrape team member profiles
Writes each maker to lead_gen_product_hunt_makers.
- Default
true
rescrapeKnownMakersboolean
Rescrape known makers
Off: a maker already in lead_gen_product_hunt_makers is never fetched again, only linked to the new product. On: makers older than refreshAfterHours are fetched and refreshed in place.
- Default
false
profileSectionsstring[]
Profile sections
Empty fetches all of: layout, about, activity, upvotes, forums, collections, stacks, reviews.
- Default
- none
- Example
layout, about, activity, upvotes, forums, collections, stacks, reviews
maxReviewsPerProductnumber
Max reviews per product
- Default
1000- Range
- 0 to 20000
maxLaunchesPerProductnumber
Max launches per product
- Default
500- Range
- 0 to 5000
maxAlternativesPerProductnumber
Max alternatives per product
- Default
100- Range
- 0 to 2000
maxCustomersPerProductnumber
Max customers per product
- Default
500- Range
- 0 to 5000
maxTeamPerProductnumber
Max team members per product
- Default
500- Range
- 0 to 5000
maxAwardsPerProductnumber
Max awards per product
- Default
500- Range
- 0 to 5000
Input as JSON Schema
The same schema the API validates against. Use it as a tool input schema or to generate a typed client.
{ "type": "object", "additionalProperties": false, "properties": { "mode": { "type": "string", "enum": [ "backfill", "discover", "sync", "drain" ], "title": "Mode", "description": "backfill — walk every category listing into the product queue, then scrape the queue. discover — walk each category newest-first until the pages hold only known products, then scrape what is new. sync — rescrape products older than syncAfterDays, oldest first. drain — only scrape what is already queued. Every mode scrapes new products before stale ones.", "default": "backfill" }, "syncAfterDays": { "type": "number", "minimum": 1, "maximum": 3650, "title": "Resync after (days)", "description": "In sync mode, products last scraped longer ago than this are rescraped.", "default": 30 }, "maxDiscoverPagesPerCategory": { "type": "number", "minimum": 1, "maximum": 10000, "title": "Max newest-first pages per category", "description": "Discover mode stops a category after two pages with no unknown product, or after this many pages.", "default": 50 }, "followLinks": { "type": "boolean", "title": "Queue linked products", "description": "Queue products seen in alternatives, customers and makers' product lists. Catches products filed under no category, which no listing ever shows.", "default": true }, "categoriesInParallel": { "type": "number", "minimum": 1, "maximum": 64, "title": "Category listings in parallel", "default": 8 }, "cookie": { "type": "string", "maxLength": 2000, "title": "Cloudflare cookie", "description": "Usually unnecessary. Cloudflare only challenges some IPs (typically VPN or datacenter ranges); from those, solve the challenge in a browser on the same IP and paste its cf_clearance (the bare value or a full Cookie header) with that browser's userAgent.", "examples": [ "cf_clearance=…" ] }, "userAgent": { "type": "string", "maxLength": 2000, "title": "User-Agent", "description": "Only matters with a cookie: use the User-Agent of the browser that produced it.", "default": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv:156.0) Gecko/20100101 Firefox/156.0" }, "impersonation": { "type": "string", "enum": [ "firefox", "chrome" ], "title": "TLS profile", "description": "Match the browser family of the User-Agent.", "default": "firefox" }, "useProxy": { "type": "boolean", "title": "Use the proxy pool", "description": "Off by default: a rotating pool mixes IPs Cloudflare lets through with ones it challenges.", "default": false }, "categories": { "type": "array", "items": { "type": "string" }, "maxItems": 1000, "title": "Category slugs", "description": "Empty discovers every category from /categories, recursing into subcategories.", "examples": [ "engineering-development" ] }, "products": { "type": "array", "items": { "type": "string" }, "maxItems": 1000, "title": "Product slugs", "description": "Scrape exactly these products and skip category discovery.", "examples": [ "vercel" ] }, "includeSubcategories": { "type": "boolean", "title": "Include subcategories", "default": true }, "featuredOnly": { "type": "boolean", "title": "Featured products only", "description": "The site defaults to featured products; off collects the full category listing.", "default": false }, "maxProducts": { "type": "number", "minimum": 1, "maximum": 1000000, "title": "Max products per run", "default": 1000000 }, "maxCategories": { "type": "number", "minimum": 1, "maximum": 5000, "title": "Max categories per run", "default": 5000 }, "maxPagesPerCategory": { "type": "number", "minimum": 1, "maximum": 10000, "title": "Max listing pages per category", "description": "Twenty products per page; Product Hunt caps the page size.", "default": 10000 }, "refreshAfterHours": { "type": "number", "minimum": 0, "maximum": 8760, "title": "Refresh after (hours)", "description": "How long a category listing checkpoint stays valid for backfill resumes, and, with rescrapeKnownMakers, how old a maker must be to be refetched.", "default": 24 }, "resumeCategories": { "type": "boolean", "title": "Resume category listings", "description": "Checkpoints each category listing in lead_gen_product_hunt_crawl_state. Within refreshAfterHours a rerun skips categories already walked to the end and restarts partial ones one page before where they stopped, instead of re-reading every listing from page 1.", "default": true }, "productSections": { "type": "array", "items": { "type": "string" }, "maxItems": 1000, "title": "Product sections", "description": "Empty fetches all of: layout, about, reviewSummary, reviews, launches, alternatives, customers, team, awards, embed.", "examples": [ "layout, about, reviewSummary, reviews, launches, alternatives, customers, team, awards, embed" ] }, "scrapeTeamProfiles": { "type": "boolean", "title": "Scrape team member profiles", "description": "Writes each maker to lead_gen_product_hunt_makers.", "default": true }, "rescrapeKnownMakers": { "type": "boolean", "title": "Rescrape known makers", "description": "Off: a maker already in lead_gen_product_hunt_makers is never fetched again, only linked to the new product. On: makers older than refreshAfterHours are fetched and refreshed in place.", "default": false }, "profileSections": { "type": "array", "items": { "type": "string" }, "maxItems": 1000, "title": "Profile sections", "description": "Empty fetches all of: layout, about, activity, upvotes, forums, collections, stacks, reviews.", "examples": [ "layout, about, activity, upvotes, forums, collections, stacks, reviews" ] }, "maxReviewsPerProduct": { "type": "number", "minimum": 0, "maximum": 20000, "title": "Max reviews per product", "default": 1000 }, "maxLaunchesPerProduct": { "type": "number", "minimum": 0, "maximum": 5000, "title": "Max launches per product", "default": 500 }, "maxAlternativesPerProduct": { "type": "number", "minimum": 0, "maximum": 2000, "title": "Max alternatives per product", "default": 100 }, "maxCustomersPerProduct": { "type": "number", "minimum": 0, "maximum": 5000, "title": "Max customers per product", "default": 500 }, "maxTeamPerProduct": { "type": "number", "minimum": 0, "maximum": 5000, "title": "Max team members per product", "default": 500 }, "maxAwardsPerProduct": { "type": "number", "minimum": 0, "maximum": 5000, "title": "Max awards per product", "default": 500 }, "concurrency": { "type": "number", "minimum": 1, "maximum": 128, "title": "Products in parallel", "description": "Products scraped at once. Each one fetches its sections in parallel and its team four profiles at a time, all under maxInFlight.", "default": 32 }, "maxInFlight": { "type": "number", "minimum": 1, "maximum": 256, "title": "Max requests in flight", "description": "Global cap on simultaneous requests to Product Hunt, whatever the concurrency. A 429 pauses every worker together.", "default": 96 }, "requestDelayMs": { "type": "number", "minimum": 0, "maximum": 60000, "title": "Delay between requests (ms)", "default": 0 }, "maxConsecutiveBlocks": { "type": "number", "minimum": 1, "maximum": 100, "title": "Abort after consecutive blocks", "description": "A challenged request is retried after a pause; once Cloudflare refuses this many requests in a row the run stops and keeps what it collected. High enough to ride out an isolated challenge under heavy concurrency, low enough that a challenged IP stops within seconds.", "default": 10 }, "maxOfflineMinutes": { "type": "number", "minimum": 1, "maximum": 1440, "title": "Abort after offline (minutes)", "description": "Connection failures pause the crawl and retry with backoff instead of skipping work. If Product Hunt stays unreachable this long, the run stops cleanly so it can be resumed.", "default": 30 } }}Run, poll, read rows
The run is asynchronous. Poll it until it reaches a terminal status and its billing is paid, then page through its rows. Until then the rows endpoint answers 409 (still queued or running) or 402 (payment required).
RUN_ID=$(curl -s -X POST "https://api.pandorlabs.com/v1/scrapers/product-hunt-products/runs" \ -H "Authorization: Bearer $PANDORLABS_KEY" \ -H "Content-Type: application/json" \ -d '{ "input": { "mode": "backfill", "syncAfterDays": 30, "maxDiscoverPagesPerCategory": 50, "followLinks": true } }' | jq -r '.id')while true; do RUN=$(curl -s "https://api.pandorlabs.com/v1/runs/$RUN_ID" \ -H "Authorization: Bearer $PANDORLABS_KEY") STATUS=$(echo "$RUN" | jq -r '.status') BILLING=$(echo "$RUN" | jq -r '.billing.status') case "$STATUS" in queued|running) ;; *) [ "$BILLING" != "pending" ] && break ;; esac sleep 5doneecho "$RUN" | jq '{status, rowCount, billing}'curl -s "https://api.pandorlabs.com/v1/runs/$RUN_ID/rows?page=1&limit=100" \ -H "Authorization: Bearer $PANDORLABS_KEY"See the API reference for pagination, cancelling and listing runs.
Output fields
Rows have no fixed schema; these are the fields observed in the rows collected so far. Coverage is the share of rows where the field is present.
| Field | Type | Coverage |
|---|---|---|
| about | object | 100% |
| alternatives | array | 100% |
| alternatives_overview | object | 100% |
| awards | array | 100% |
| categories | array | 100% |
| category_slugs | array | 100% |
| customers | array | 100% |
| description | string | 100% |
| detailed_reviews_count | number | 100% |
| discovered_in_category | string | 83% |
| embed | object | 100% |
| followers_count | number | 100% |
| is_no_longer_online | boolean | 100% |
| is_top_product | boolean | 100% |
| launches | array | 100% |
| layout | object | 100% |
| logo_url | string | 100% |
| name | string | 100% |
| posts_count | number | 100% |
| pro_con_tags | array | 100% |
| product_id | string | 100% |
| review_summary | object | 100% |
| reviews | array | 100% |
| reviews_count | number | 100% |
| reviews_rating | number | 100% |
| section_errors | array | 100% |
| section_totals | object | 100% |
| slug | string | 100% |
| social_links | object | 67% |
| tagline | string | 100% |
| tags | array | 100% |
| team | array | 100% |
| team_usernames | array | 100% |
| was_in_y_combinator | boolean | 100% |
| website | string | 100% |
| website_domain | string | 100% |
| created_at | date | 100% |
| first_launched_at | date | 100% |
| first_seen_at | date | 100% |
| last_scraped_at | date | 100% |
| latest_launch_at | date | 100% |
| updated_at | date | 100% |
| _id | string | 100% |
