The fastest zero-login Reddit Scraper API suite on Apify ($1 / 1,000 items). Extract subreddit feeds, keyword brand mentions, posts, and deep nested comment trees to JSON, CSV, Python, or n8n.
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This repository contains ready-to-run Python SDK scripts, 9-node n8n automation workflow .json templates, AI Agent MCP configuration (.cursor/mcp.json), and sample output datasets (JSON & CSV):
- 🤖 Cursor, Windsurf & Claude Code MCP Ready: Includes
.cursor/mcp.jsonpre-configured withhttps://mcp.apify.comso AI coding agents can invoke these UnitBytes scrapers natively. - 💡 Using n8n? Explore our official creator profile at n8n.io/creators/unitbytes or copy all 39 pre-built 9-node scraping workflows (
Ctrl+V) at unitbytes.com/n8n. - 📚 Engineering Playbook: Read Reddit API Pricing in 2026 (
$0.24/1KCalls) vs.$0.0005Pay-Per-Result Alternatives or browse all scraping & automation guides at unitbytes.com/blog.
Launch pre-configured extraction templates directly in the Apify Cloud Console with zero parameter setup:
| Task Preset | Target Extraction Use Case | Direct Launch |
|---|---|---|
| Scrape Reddit Subreddits, Threads & Nested Comments (All-in-One) | Extract hot, top, or rising posts and full comment trees across any Reddit community without Reddit API OAuth keys or rate limits. | ⚡ Run Task Preset |
| Monitor Reddit for High-Intent B2B Buying Signals & Competitor Mentions | Search all of Reddit or specific subreddits for 'alternative to', 'best tool for', and competitor pain points to capture high-intent leads. | ⚡ Run Task Preset |
| Extract Deep Reddit Comment Trees for AI RAG & Sentiment Analysis | Unroll complete multi-level Reddit discussion threads with parentId hierarchy, upvote scores, and author flair for LLM training and VoC research. | ⚡ Run Task Preset |
| Track Subreddit Community Feeds & Top Weekly Posts | Bulk-monitor multiple subreddits by hot, new, top, or rising sort modes with subscriber metadata, flair tags, and permanent media URLs. | ⚡ Run Task Preset |
Scrape Reddit posts, subreddits, comments, user profiles & HD media without API keys. Fast Reddit scraper API for hot posts, RAG & LLM datasets.
- Pricing:
$0.001 / item(Pay-Per-Event —$0.001reddit post / comment scraped (volume tiers from$0.0005)) - Cloud Console: https://apify.com/unitbytes/reddit-scraper?fpr=939u3w&fp_sid=gh_reddit
- Full Documentation & Schema: https://unitbytes.com/actors/reddit-scraper/
- n8n Workflow File:
n8n/reddit-scraper-n8n-workflow.json - Engineering Playbook: Reddit API Pricing in 2026 (
$0.24/1KCalls) vs.$0.0005Pay-Per-Result Alternatives
- Full Subreddit Feed Extraction: Scrape Hot, New, Top, and Rising feeds across any public or NSFW subreddit with custom time filters (day, week, month, year, all-time).
- Global Keyword & Multi-Subreddit Search: Execute cross-Reddit or targeted subreddit search queries to monitor brand mentions, emerging discussions, and sentiment.
- Nested Discussion Comments: Optionally extract full nested discussion threads and comment trees with author karma, score, awards, and timestamp metadata.
- Permanent Media & Video Links: Captures direct unwatermarked image URLs, Reddit video streams, external links, cross-posts, and self-text content in clean tabular format.
| Parameter | Type | Default / Prefill | Description |
|---|---|---|---|
startUrls |
array |
— | Direct Reddit URLs to scrape. Supports Subreddit URLs (e.g. https://www.reddit.com/r/technology/), Post URLs with comments (e.g. https://www.reddit.com/r/technology/comments/...), and User Profile URLs (e.g. https://www.reddit.com/user/username/). |
searchQuery |
string |
artificial intelligence |
Keyword to search across Reddit (or within the specified subreddit). Leave blank if using Start URLs. |
searchTab |
string |
posts |
Reddit search tab / surface to scrape when performing a search query. |
subreddit |
string |
— | Target subreddit name (e.g. 'technology', 'SaaS', 'wallstreetbets') to restrict search results or scrape directly. |
sort |
string |
hot |
Sorting criteria for subreddit posts or search results. |
timeFilter |
string |
all |
Time filter applied when sorting by 'top' posts. |
maxItems |
integer |
50 |
Maximum number of items or posts to extract. |
scrapeComments |
boolean |
— | Whether to extract comment threads and full post bodies for posts discovered in Subreddit or Search feeds. (Direct Post URLs always extract comments unless disabled). |
maxCommentsPerPost |
integer |
20 |
Maximum number of top-level and nested comments to extract per post. |
proxyConfiguration |
object |
{"useApifyProxy": true, "apifyProxyGroups": ["RE |
Residential proxy configuration. Reddit blocks datacenter IPs, so residential proxies are automatically enforced by default for high reliability. |
customProxyUrl |
string |
— | Optional custom residential proxy URL (e.g. MrScraper). If provided, it will be prioritized before falling back to Apify Residential. |
from apify_client import ApifyClient
APIFY_TOKEN = os.getenv("APIFY_API_TOKEN", "YOUR_APIFY_API_TOKEN")
if not APIFY_TOKEN or APIFY_TOKEN.startswith("YOUR_"):
raise SystemExit("Please set your Apify API token: export APIFY_API_TOKEN='apify_api_...'")
client = ApifyClient(APIFY_TOKEN)
run_input = {
"searchQuery": "artificial intelligence",
"searchTab": "posts",
"sort": "hot",
"timeFilter": "all",
"maxItems": 50,
"maxCommentsPerPost": 20
}
run = client.actor("unitbytes/reddit-scraper").call(run_input=run_input)
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
print(item.get("title"), item.get("url"), item.get("itemType")){
"itemType": "post",
"id": "1x0b0f5",
"title": "Fraudster jailed for using 10K bots and AI songs to outstream Taylor Swift",
"subreddit": "technology",
"author": "music_fan",
"score": 1542,
"upvoteRatio": 0.96,
"numComments": 85,
"postType": "image",
"url": "https://www.reddit.com/r/technology/comments/1x0b0f5/fraudster_jailed/",
"permalink": "https://www.reddit.com/r/technology/comments/1x0b0f5/fraudster_jailed/",
"createdAt": "2026-10-08T07:14:53.000Z",
"mediaUrls": [
"https://i.redd.it/fraudster-jailed-sample.jpeg"
],
"scrapedAt": "2026-10-08T11:40:00.000Z"
}Q: Do I need a Reddit API key or OAuth developer app? No. The Actor runs zero-login in the cloud without Reddit API keys, OAuth tokens, or rate-limit quotas.
Q: Are extracted Reddit image and video links permanent? Yes. Reddit's default preview URLs contain temporary tokens that expire within hours. Our engine converts every image and gallery asset into a permanent CDN URL (https://i.redd.it/...).
Q: How are nested comment threads structured in the dataset? When scrapeComments: true or when scraping post URLs, the engine extracts both root comments (depth: 0, parentId: null) and deep reply trees (depth: 1, 2, 3+) with parentId and postId foreign keys.
Q: How does Pay-Per-Event pricing work for Reddit extraction?
Standard runs cost $1.00 per 1,000 items ($0.001/item), with volume discounts down to $0.50 per 1,000 items on higher Apify plan tiers.
Search Reddit posts, comments, communities, users & media by keyword. Fast Reddit search scraper for brand monitoring, B2B lead generation & alerts.
- Pricing:
$0.001 / item(Pay-Per-Event —$0.001result scraped (volume tiers from$0.0005)) - Cloud Console: https://apify.com/unitbytes/reddit-search-scraper?fpr=939u3w&fp_sid=gh_reddit
- Full Documentation & Schema: https://unitbytes.com/actors/reddit-search-scraper/
- n8n Workflow File:
n8n/reddit-search-scraper-n8n-workflow.json - Engineering Playbook: Reddit API Pricing in 2026 (
$0.24/1KCalls) vs.$0.0005Pay-Per-Result Alternatives
- All 5 Native Search Dimensions: The official Reddit API restricts search primarily to basic post endpoints. UnitBytes unlocks all 5 search tabs—including Subreddits, Users, Media, and Comments—in one unified API.
- No Commercial Approval Gate: Official API access requires commercial licensing agreements and rigorous developer verification. UnitBytes operates instantly with zero credentials.
- Permanent HD Media CDN Links: Standard API queries return media URLs that expire in hours. UnitBytes normalizes all media assets to permanent CDN URLs so your reports and dashboards never break.
- Unbeatable Unit Economics: At
$0.50–$1.00per 1,000 results with no monthly commitments, you can run daily brand monitoring at 90% lower cost than official enterprise licensing.
| Parameter | Type | Default / Prefill | Description |
|---|---|---|---|
searchQuery (Required) |
string |
artificial intelligence |
Keyword, phrase, or topic to search across Reddit. |
searchTab |
string |
posts |
Select which Reddit search tab to extract: Posts, Communities, People/Profiles, Media, or Comments. |
subreddit |
string |
— | Restrict keyword search within a specific subreddit (e.g. 'technology', 'SaaS', 'wallstreetbets'). Leave blank to search all of Reddit. |
sort |
string |
relevance |
Sorting criteria for search results. |
timeFilter |
string |
all |
Time filter applied when sorting by 'top' or 'relevance'. |
maxItems |
integer |
50 |
Maximum number of search results to extract. |
scrapeComments |
boolean |
False |
When searching Posts, enable this to also fetch the full post body (selftext) and nested comment threads for each post. |
maxCommentsPerPost |
integer |
20 |
Maximum number of top-level and nested comments to extract per post when 'Extract Full Post Body & Comments' is enabled. |
proxyConfiguration |
object |
{"useApifyProxy": true, "apifyProxyGroups": ["RE |
Residential proxy configuration. Reddit blocks datacenter IPs, so residential proxies are automatically enforced by default for high reliability. |
customProxyUrl |
string |
— | Optional custom residential proxy URL (e.g. MrScraper). If provided, it will be prioritized before falling back to Apify Residential. |
from apify_client import ApifyClient
APIFY_TOKEN = os.getenv("APIFY_API_TOKEN", "YOUR_APIFY_API_TOKEN")
if not APIFY_TOKEN or APIFY_TOKEN.startswith("YOUR_"):
raise SystemExit("Please set your Apify API token: export APIFY_API_TOKEN='apify_api_...'")
client = ApifyClient(APIFY_TOKEN)
run_input = {
"searchQuery": "artificial intelligence",
"searchTab": "posts",
"sort": "relevance",
"timeFilter": "all",
"maxItems": 50,
"scrapeComments": False
}
run = client.actor("unitbytes/reddit-search-scraper").call(run_input=run_input)
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
print(item.get("title"), item.get("searchQuery"), item.get("url")){
"itemType": "post",
"id": "1x0b0f5",
"title": "Top AI tools changing small business operations in 2026",
"subreddit": "smallbusiness",
"author": "digital_growth_lead",
"score": 420,
"upvoteRatio": 0.94,
"numComments": 85,
"postType": "image",
"url": "https://www.reddit.com/r/smallbusiness/comments/1x0b0f5/best_inventory_management_workflow_for_2026/",
"permalink": "https://www.reddit.com/r/smallbusiness/comments/1x0b0f5/best_inventory_management_workflow_for_2026/",
"createdAt": "2026-10-10T14:20:00.000Z",
"mediaUrls": [
"https://i.redd.it/example_asset.jpg"
],
"searchQuery": "AI tools",
"scrapedAt": "2026-10-11T16:00:00.000Z"
}Q: Can I search within a specific subreddit? Yes. Fill in both searchQuery and subreddit. The scraper will restrict search results strictly to that community.
Q: Can I search for user profiles or communities? Yes. Change searchTab to communities to find subreddits, or people to find user accounts and authors.
Q: What happens if no results match my search?
The actor finishes cleanly with exit code 0, outputs an empty dataset, and charges $0.00.
Q: Are the media links permanent? Yes. All image and video links are automatically converted to permanent high-definition CDN links that never expire in your spreadsheets or dashboards.
Scrape Reddit comments, full comment trees, and nested replies from any post URL. Fast Reddit comments scraper for sentiment analysis & LLM data.
- Pricing:
$0.001 / item(Pay-Per-Event —$0.001result scraped (volume tiers from$0.0005)) - Cloud Console: https://apify.com/unitbytes/reddit-comments-scraper?fpr=939u3w&fp_sid=gh_reddit
- Full Documentation & Schema: https://unitbytes.com/actors/reddit-comments-scraper/
- n8n Workflow File:
n8n/reddit-comments-scraper-n8n-workflow.json - Engineering Playbook: Reddit API Pricing in 2026 (
$0.24/1KCalls) vs.$0.0005Pay-Per-Result Alternatives
- Skip Weeks of Waiting & Strict Approval: Reddit requires commercial applications, legal reviews, and enterprise agreements to access comment streams. UnitBytes lets you pull full threads immediately.
- No Expensive Monthly Contracts: The official API requires enterprise commitments starting at
$1,000+/mo. UnitBytes charges from$0.50per 1,000 comments on a pure pay-per-result basis. - Full Depth & Nested Hierarchy: While standard API endpoints limit comment depth and require pagination loops, UnitBytes harvests the complete conversational hierarchy (depth 0, 1, 2, 3+) in a single run.
- Zero Formatting Headaches: Reddit returns deeply nested JSON trees that complicate spreadsheet analysis. UnitBytes flattens discussions into clean, relational rows that open directly in Excel or Google Sheets.
| Parameter | Type | Default / Prefill | Description |
|---|---|---|---|
startUrls (Required) |
array |
[{"url": "https://www.reddit.com/r/technology/co |
Direct Reddit post URLs to extract nested comment trees from (e.g. https://www.reddit.com/r/technology/comments/1x0b0f5/...). |
maxCommentsPerPost |
integer |
100 |
Maximum number of top-level comments and nested replies to extract per post. |
proxyConfiguration |
object |
{"useApifyProxy": true, "apifyProxyGroups": ["RE |
Residential proxy configuration. Reddit blocks datacenter IPs, so residential proxies are automatically enforced by default for high reliability. |
customProxyUrl |
string |
— | Optional custom residential proxy URL (e.g. MrScraper). If provided, it will be prioritized before falling back to Apify Residential. |
from apify_client import ApifyClient
APIFY_TOKEN = os.getenv("APIFY_API_TOKEN", "YOUR_APIFY_API_TOKEN")
if not APIFY_TOKEN or APIFY_TOKEN.startswith("YOUR_"):
raise SystemExit("Please set your Apify API token: export APIFY_API_TOKEN='apify_api_...'")
client = ApifyClient(APIFY_TOKEN)
run_input = {
"startUrls": [
{
"url": "https://www.reddit.com/r/technology/comments/1x0b0f5/fraudster_jailed_for_using_10k_bots_and_ai_songs/"
}
],
"maxCommentsPerPost": 100
}
run = client.actor("unitbytes/reddit-comments-scraper").call(run_input=run_input)
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
print(item.get("itemType"), item.get("postId"), item.get("author")){
"itemType": "comment",
"id": "m3k0x1y",
"postId": "1x0b0f5",
"parentId": null,
"author": "tech_enthusiast",
"body": "Streaming platforms need stricter auditing mechanisms. 10k bots running 24/7 is an insane amount of synthetic streams.",
"score": 342,
"depth": 0,
"isSubmitter": false,
"createdAt": "2026-10-11T12:30:15.000Z",
"permalink": "https://www.reddit.com/r/technology/comments/1x0b0f5/comment/m3k0x1y/",
"scrapedAt": "2026-10-11T16:01:26.000Z"
}Q: Do I need a Reddit account or API key? No. You can run this actor immediately with zero API keys, developer tokens, or Reddit accounts.
Q: How do I open the results in Excel or Google Sheets? Once your run finishes, click Export on the Apify dataset tab and choose CSV or Excel. The data is pre-flattened so every column loads cleanly with zero formatting errors.
Q: Can I reconstruct who replied to whom? Yes. Every comment record has depth, id, parentId, and postId. Top-level comments have depth: 0 and parentId: null. Nested replies (depth: 1, 2, 3...) set parentId directly to the id of the comment they are replying to.
Q: How many comments can I extract from a post? You can extract anywhere from 1 up to 5,000 comments and nested replies per post by adjusting maxCommentsPerPost.
Scrape Reddit subreddits and subreddit posts (Hot, New, Top, Rising) with HD media. Fast Reddit subreddit scraper & hot posts feed extractor.
- Pricing:
$0.001 / item(Pay-Per-Event —$0.001result scraped (volume tiers from$0.0005)) - Cloud Console: https://apify.com/unitbytes/reddit-subreddits-scraper?fpr=939u3w&fp_sid=gh_reddit
- Full Documentation & Schema: https://unitbytes.com/actors/reddit-subreddits-scraper/
- n8n Workflow File:
n8n/reddit-subreddits-scraper-n8n-workflow.json - Engineering Playbook: Reddit API Pricing in 2026 (
$0.24/1KCalls) vs.$0.0005Pay-Per-Result Alternatives
- Zero API Developer Accounts or Approvals: Official access requires navigating Reddit's gated developer portal and satisfying strict commercial usage restrictions. UnitBytes works immediately with 1 click.
- Fraction of Official API Costs: Official enterprise access involves
$1,000+/mo commitments. UnitBytes offers flexible Pay-Per-Event pricing starting at$0.50per 1,000 posts with zero minimums. - Permanent HD Media Links: Stop dealing with expiring media URLs that break your spreadsheets after a few hours. UnitBytes normalizes all media links to permanent CDN assets.
- Instant Multi-Subreddit Batching: Scrape multiple communities in a single automated run without managing OAuth2 token refreshes, rate limits, or pagination cursors.
| Parameter | Type | Default / Prefill | Description |
|---|---|---|---|
subreddit |
string |
technology |
Subreddit name to scrape (e.g. 'technology', 'SaaS', 'wallstreetbets'). |
startUrls |
array |
— | Direct subreddit links (e.g. https://www.reddit.com/r/technology/). |
sort |
string |
hot |
Sorting criteria for the subreddit feed. |
timeFilter |
string |
all |
Time filter applied when sorting by 'top' posts. |
maxItems |
integer |
50 |
Maximum number of posts to extract from the subreddit. |
scrapeComments |
boolean |
False |
Whether to extract comment threads for scraped posts. |
maxCommentsPerPost |
integer |
20 |
Maximum number of top-level and nested comments to extract per post. |
proxyConfiguration |
object |
{"useApifyProxy": true, "apifyProxyGroups": ["RE |
Residential proxy configuration. Reddit blocks datacenter IPs, so residential proxies are automatically enforced by default for high reliability. |
customProxyUrl |
string |
— | Optional custom residential proxy URL (e.g. MrScraper). If provided, it will be prioritized before falling back to Apify Residential. |
from apify_client import ApifyClient
APIFY_TOKEN = os.getenv("APIFY_API_TOKEN", "YOUR_APIFY_API_TOKEN")
if not APIFY_TOKEN or APIFY_TOKEN.startswith("YOUR_"):
raise SystemExit("Please set your Apify API token: export APIFY_API_TOKEN='apify_api_...'")
client = ApifyClient(APIFY_TOKEN)
run_input = {
"subreddit": "technology",
"sort": "hot",
"timeFilter": "all",
"maxItems": 50,
"scrapeComments": False,
"maxCommentsPerPost": 20
}
run = client.actor("unitbytes/reddit-subreddits-scraper").call(run_input=run_input)
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
print(item.get("title"), item.get("url"), item.get("itemType")){
"itemType": "post",
"id": "1x0b0f5",
"title": "Major cybersecurity update released for enterprise systems",
"subreddit": "technology",
"author": "security_researcher",
"score": 1250,
"upvoteRatio": 0.96,
"numComments": 142,
"postType": "link",
"url": "https://www.reddit.com/r/technology/comments/1x0b0f5/open_source_ai_models_reach_new_milestone/",
"permalink": "https://www.reddit.com/r/technology/comments/1x0b0f5/open_source_ai_models_reach_new_milestone/",
"createdAt": "2026-10-11T10:15:00.000Z",
"selftext": "",
"flair": "Cybersecurity",
"isOver18": false,
"isPinned": false,
"mediaUrls": [
"https://i.redd.it/security_infographic.png"
],
"scrapedAt": "2026-10-11T16:00:00.000Z"
}Q: Can I scrape multiple subreddits in one run? Yes. Use the startUrls field to add multiple subreddit URLs. The actor will scrape each one in order and merge them into one dataset.
Q: Can I extract comments along with the posts? Yes. Toggle scrapeComments: true and specify maxCommentsPerPost. The actor will harvest full discussions and replies for each post.
Q: What happens if a subreddit does not exist or is private?
The actor finishes cleanly with exit code 0, outputs an empty dataset, and charges $0.00.
Q: Are image and video links permanent? Yes. Expiring Reddit media links are automatically converted to permanent high-definition CDN links that never expire.
git clone https://github.com/unitbytes/Reddit-Scraper-API.git
cd Reddit-Scraper-API
pip install -r requirements.txt
export APIFY_API_TOKEN="your_apify_api_token"
python examples/run_reddit_scraper.py- Open any
.jsonfile inside then8n/folder (or copy in 1 click from unitbytes.com/n8n / n8n.io/creators/unitbytes). - Press
Ctrl+V/Cmd+Vdirectly onto your n8n workflow canvas. - Configure your Apify API Token in the
HTTP Header Authcredential on Node2. Run UnitBytes (...)(and customize your search inputs in Node1. Configure Search & Rules), then click Test Workflow.
This repository includes a ready-to-use Model Context Protocol configuration at .cursor/mcp.json pointing to https://mcp.apify.com with this suite's UnitBytes actors pre-registered. Open this folder in Cursor or Windsurf to let your AI agent run live extractions and inspect schemas automatically.
Don't want to manage API tokens or scripts? UnitBytes Data Delivery provides ready-to-use CSV, Excel (.xlsx), Google Sheets, or Webhook feeds tailored to your exact target keywords, cities, or categories.
- 🌐 Request a Sample Dataset: https://unitbytes.com/#enterprise-intake
- 📧 Direct Engineering Contact: contact@unitbytes.com
- ⚡ Explore All 39 Scrapers: https://unitbytes.com/actors/
- 📚 Engineering Playbooks & Guides: https://unitbytes.com/blog/
- 🔗 Official n8n Creator Profile: https://n8n.io/creators/unitbytes/