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Credit Model Audit · 2026 Pricing Comparison7 min read·Updated 2026-11-08·Pricing verified: November 2026 (ScrapeCreators Official Public Pricing ↗)

ScrapeCreators Expiring Monthly Credits vs Never-Expiring PAYG Forum Data

Multi-network social scraping bundles like ScrapeCreators and SociaVault meter by API request credit inside recurring monthly packs — meaning empty keyword polls, shallow 25-item pages, and per-thread comment lookups each burn paid calls, while unused monthly credits reset every 30 days. Compare exact per-1,000-item math against ForumData API's never-expiring $0.10/1,000 PAYG and start with 12,000 free instant credits ($1.20).

Base Unit Rate
$0.10 / 1K items · $0 empty
p50 Latency SLA
~185ms p50 (<350ms sync)
Rate Limit (RPM / QPS)
30 RPM (2 RPS) Free · 300 RPM Paid
Instant Free Sandbox
12,000 Credits ($1.20) + $2 Streak

$0.10 / 1K Posts · $0.10 / 1K Comments · $0.20 / 1K Lookups · Never-Expiring PAYG · 0%-Fee Crypto Checkout via NOWPayments (+5% Bonus)

Instant Quickstart · Copy & Run in 30 Seconds

Query normalized subreddit posts with never-expiring PAYG credits (~185ms p50)

Execute in Live Playground →
import os
import requests

resp = requests.get(
    "https://api.forumdataapi.com/v1/subreddit/posts",
    headers={"x-api-key": os.environ["FORUMDATAAPI_KEY"]},
    params={"subreddit": "SaaS", "sort": "hot", "limit": 50},
    timeout=10,
)
resp.raise_for_status()
payload = resp.json()
print("Items:", payload["data"]["count"], "| Credits used:", payload["meta"]["credits_used"])

Key Engineering Takeaways (TL;DR)

  • ✓Per-Call vs Per-Item Unit Math: Request-metered social APIs deduct 1 credit per HTTP request (~$1.00–$1.88 per 1,000 API calls on entry monthly tiers) even when a search returns 0 new mentions or requires 1 + N separate comment calls to enrich a thread list.
  • ✓Zero Monthly Expiration Risk on PAYG: Subscription-bound social credit packs forfeit unspent monthly credits every 30 days; ForumData API offers true Never-Expiring Pay-As-You-Go packs ($25 / $89 / $249) alongside optional high-discount Monthly Plans ($19 / $69 / $199).
  • ✓Deterministic Item Pricing: Pay $0.10 per 1,000 returned posts or comments (1 Credit/item, up to 100 posts or 200 nested comments per request), $0.20 per 1,000 single-entity lookups, and $0.00 on empty ?since= searches.
  • ✓Dedicated Forum Depth: Purpose-built for Reddit & community discussions with local PostgreSQL 16 GIN mirror caching (~185ms p50), flattened depth/parent_id comment trees, and 1-click OAuth 2.1 MCP.

1. Per-Request Expiring Monthly Packs vs Per-Item Never-Expiring PAYG

When evaluating ScrapeCreators or SociaVault for Reddit ingestion, two structural billing mechanics determine your real cost per 1,000 ingested posts and comments: whether you are billed per HTTP call or per returned record, and what happens to unused balance at the end of a 30-day billing cycle.

  • The 'List Search + Comment Tree Enrichment' Call Multiplier: Suppose your pipeline searches 40 product keywords every 10 minutes (172,800 search calls/month, 85% returning 0 new posts) and fetches comment trees for 3,000 matched threads. On a 1-credit-per-request API, you burn ~175,800 request credits — paying for 146,880 empty polls! On ForumData API, all 146,880 empty ?since= polls cost $0.00 (0 Credits), and you pay strictly $0.10 per 1,000 returned posts and comments.
  • Batch Density per HTTP Call (25 Raw Stubs vs 100 Posts / 200 Flattened Comments): Thin wrappers over raw Reddit listings typically return 25 posts per page and unexpanded MoreComments stubs, requiring 4x more pagination calls for feeds and extra requests to unpack deep replies. ForumData API returns up to 100 normalized posts or 200 flattened nested comments (with depth and parent_id) in one ~185ms call.
  • Spiky Backfills & 30-Day Credit Expiration Waste: AI/RAG teams and market researchers rarely consume identical volume every month — you might backfill 800,000 comments in Week 1, then run lightweight incremental deltas for 8 weeks. Expiring monthly credit bundles force you to overbuy or lose unused quota every 30 days, whereas ForumData PAYG credits never expire.
Side-by-side billing & unit comparison: ScrapeCreators / monthly social credit packs vs ForumData PAYG
Billing DimensionScrapeCreators / Monthly PackExpiration & Overage RiskForumData PAYG
Primary Metering Unit1 credit per API call (~$1.00 – $1.88 per 1,000 API calls on entry monthly tiers; PAYG packs ~$10+ for 5K–10K calls)Shallow 5-post pages and 1+N thread comment calls burn full call credits$0.10 per 1,000 returned posts or comments (1 Credit/item; min 2 Credits non-empty call)
Credit Rollover & ExpirationMonthly subscription bundles reset every 30-day billing cycle (or higher per-call rate on non-recurring bundles)50%–80% unused quota lost during quiet sprint weeks between backfillsNever expires on PAYG ($25 / 250K, $89 / 1.2M, $249 / 5M Credits) · Optional $19/$69/$199 Monthly
Empty ?since= Keyword Polls1 API call credit deducted per poll (~$1.00–$1.88 per 1,000 empty polls)5-minute monitoring across 25 keywords burns 216,000 call credits/mo$0.00 per empty poll (0 Credits deducted whenever count === 0)
200-Comment Thread Extraction1 call per thread + extra pagination calls for deep nested repliesEnriching 2,000 threads multiplies call burn on top of list search$0.020 per 200-comment thread (1 call returns up to 200 flattened comments)
Single Entity Metadata Lookup1 API call credit per subreddit/profile/post requestSame call credit burned on 404/deleted lookups on many wrappers$0.20 per 1,000 lookups (2 Credits/call · $0.00 on 404/error)
Free Trial & Instant SandboxSmall trial request cap (~100 free API calls)Exhausted in <2 minutes when testing search + comment enrichment12,000 Instant Credits ($1.20) + 20,000 Streak ($2) · 30 RPM (2 RPS)

Query normalized subreddit posts with never-expiring PAYG credits (~185ms p50)

Single x-api-key header, up to 100 posts per call, and exact credit telemetry in x-credits-cost & x-credits-remaining headers.

curl -sS "https://api.forumdataapi.com/v1/subreddit/posts?subreddit=SaaS&sort=hot&limit=50" \
  -H "x-api-key: $FORUMDATAAPI_KEY"

Want to inspect live 200 OK JSON before signing up? Run 3 real API calls right in your browser:

Try 3 Free Live Runs in Playground (No Login) →

2. 15-Minute Migration: JSON Field Mapping & Drop-In Python / Node.js Code

Both APIs authenticate via an x-api-key header over HTTPS, making migration a 15-minute base-URL and field-key swap — while upgrading from nested raw t3_/t1_ wrapper envelopes to clean flat arrays.

1:1 JSON field & parameter mapping from ScrapeCreators Reddit endpoints to ForumData API
Incumbent Field / EndpointForumData API Field / EndpointType & Example
Header: x-api-keyHeader: x-api-key (or Authorization: Bearer)string · "rd_live_..." (instant 1-click Google OAuth key)
GET /v1/reddit/subreddit?subreddit=...&after=...GET /v1/subreddit/posts?subreddit=...&cursor=...up to 100 posts/call · sort=hot|new|top|rising
GET /v1/reddit/search?query=...&sort=...GET /v1/posts/search?query=...&sort=...&since=...Unix ?since= incremental filter · $0.00 when 0 matches
GET /v1/reddit/post/comments?url=...GET /v1/posts/comments?post_id=... (or ?url=...)Up to 200 flattened comments/call with integer depth
posts[].id / data.children[].data.namedata.items[].id & data.items[].post_idstring · "1u0z4vz" & "t3_1u0z4vz"
posts[].subreddit / subreddit_name_prefixeddata.items[].subreddit & subreddit_name_prefixedstring · "SaaS" & "r/SaaS"
posts[].ups / posts[].scoredata.items[].score & data.items[].upvote_ratiointeger & float · 219 & 0.96
posts[].selftext & comments[].bodydata.items[].selftext (post) & data.items[].body (comment)string · Clean UTF-8 Markdown text
after (pagination token)data.next_cursor & data.has_morestring & boolean · "t3_1tzz81k" & true

Incremental ?since= Brand Search + Cursor Pagination (Python & Node.js)

Swap base URL to https://api.forumdataapi.com — 0 Credits deducted whenever no new posts match since your last checkpoint.

curl -sS "https://api.forumdataapi.com/v1/posts/search?query=%22alternative+to%22+linear&sort=new&since=1762560000&limit=100" \
  -H "x-api-key: $FORUMDATAAPI_KEY"

3. 90-Day TCO Simulation: Spiky Backfills + Continuous 5-Minute Keyword Monitoring

Compare cumulative 3-month spend for an engineering team that backfills 300,000 historical posts/comments in Month 1, then monitors 25 brand keywords every 5 minutes (~216,000 polls/month, 90% empty) across Months 2 and 3.

90-day cumulative cost comparison across per-call monthly packs vs ForumData Never-Expiring PAYG
90-Day Workload ComponentVolume Across 3 MonthsPer-Call Monthly Pack CostForumData Never-Expiring PAYG
Month 1 Corpus Backfill300,000 posts & nested comments (~4,500 paginated calls)$47.00 / mo subscription pack (~25,000 call credits; 20,500 expire unused)$30.00 in item usage (300,000 Credits @ $0.10 / 1,000 items)
Months 2–3 Continuous 5m Polls432,000 keyword polls (388,800 empty + 43,200 matched items)$400.00+ in per-call packs (every empty poll burns 1 request credit)$4.32 – $8.64 in item usage (388,800 empty polls = $0.00)
90-Day Cumulative Spend343,200 ingested records + 432,000 live polls$447.00+ across recurring 30-day cycles & call overages$50.00 total (2× $25 PAYG packs = 500,000 Credits, ~156K still banked!)

Interactive Engineering Workbench · GET /v1/posts/search

Verify real-time latency, pagination math & JSON schema

5,000 posts/day
10,000 comments/day
1,000 lookups/day
Our HTTP Calls/Day
1,100
Large page sizes
Legacy Provider Calls
1,400
30-item small pages
Official Research API
Exceeds 1K Cap
1,000 req/day limit
Estimated Monthly Pipeline Cost (30 Days)
$30.91/ mo with Business bonus ($51.00 base rate)
Daily consumption: 17,000 Credits ($1.70/day)
ForumData API (with volume bonus):$30.91 / mo
Legacy Scrapers ($1.50 / 1K calls):$63.00 / mo
Failed / 404 request fee:$0.00 (0 Credits)

Frequently Asked Questions

How does ScrapeCreators credit billing differ from ForumData API?
Multi-platform social scraping APIs like ScrapeCreators typically deduct 1 credit per API request regardless of whether a search returns 0, 5, or 25 items, and Enriching a list of threads with comments requires 1 additional API call credit per thread. ForumData API bills strictly per returned item ($0.10 per 1,000 posts or comments, up to 100 posts or 200 comments per call) and deducts 0 Credits when a search returns 0 matches.
Do ForumData API Pay-As-You-Go credits expire after 30 days?
No. Purchased Pay-As-You-Go credits ($25 for 250,000 Credits, $89 for 1,200,000 Credits, $249 for 5,000,000 Credits) never expire. If you prefer maximum volume discounts for steady workloads, optional Monthly Plans ($19 / $69 / $199) lower your effective rate down to $0.040 per 1,000 items.
How many free credits do I get to test before buying a pack?
Every new account gets 12,000 Free Instant Credits ($1.20) on 1-click Google sign-in with no credit card required — enough to pull up to 12,000 real Reddit posts or comments at 30 RPM (2 RPS), plus up to +20,000 Bonus Credits (+$2) via the Developer Sandbox Streak.
Can I use ForumData API inside Claude, ChatGPT, Cursor, or n8n?
Yes. Connect Claude Web, Claude Desktop, or ChatGPT via 1-click OAuth 2.1 at https://mcp.forumdataapi.com/v1/mcp, connect Cursor/Windsurf via https://api.forumdataapi.com/mcp, or call standard REST GET endpoints from n8n, Clay, Make, Python, or Node.js.
What happens if an upstream request fails or returns a 404?
0 Credits are deducted on any 404, 429, or 5xx response. Our gateway automatically fails over across dual upstream clusters and our local PostgreSQL 16 mirror.