An r/AnnArbor post hit 110 upvotes by aggregating events for one mid-size city. The pattern generalizes: vertical event search products (concerts, sports, conferences, meetups) face the same scattered-source problem. Five tools ranked.
Top Pick
Scavio site-search across vertical-specific source domains + Reddit signal + selective Eventbrite/Meetup feeds is the cleanest stack for vertical event search startups.
Full Ranking
#1Our Pick
Scavio + Reddit + selective Eventbrite/Meetup
Vertical event search products, niche aggregators
Pros
- Multi-source under one key
- Reddit signal surfaces community events
- Predictable cost
- Typed JSON throughout
Cons
- You curate the source list
#2
Eventbrite + Meetup APIs
Cities with strong Eventbrite/Meetup presence
Pros
- Structured event objects
Cons
- Misses venue-direct calendars and community spaces
#3
Songkick / Bandsintown (concerts)
Music-vertical products
Pros
- Authoritative for concerts
Cons
- Music-only
#4
Direct ICS feed scraping per venue
Cities/verticals where venues publish ICS
Pros
- Authoritative when available
Cons
- Patchy coverage; per-venue parser maintenance
#5
Generic web scraper (Apify, Crawl4AI)
Broad-coverage non-music verticals
Pros
- Widest reach
Cons
- High maintenance; Cloudflare fights on you
Side-by-Side Comparison
| Criteria | Scavio | Runner-up | 3rd Place |
|---|---|---|---|
| Vertical-source breadth | Strong (site-search per vertical) | Single-vertical (Songkick concerts) | Patchy (ICS-bound) |
| Community signal | Yes (Reddit) | Limited | No |
| Per-month indie cost | <$50 | Tiered | Server-bound |
| Best for | Vertical event search startups | Music-only products | ICS-heavy verticals |
Why Scavio Wins
- Vertical event search products face the same scatter problem the AnnArbor aggregator solved. Scavio site-search across vertical-specific source domains handles the discovery side cleanly.
- Reddit signal is the differentiator from generic Eventbrite/Meetup-only stacks. Community events, smaller meetups, niche genre shows often surface on Reddit before they hit the platform aggregators.
- Per-month cost <$50 keeps a vertical event search MVP feasible to validate.
- Honest case for Songkick/Bandsintown: in the music-concerts vertical, those APIs are authoritative for ticketed shows. Pair them with Scavio for the smaller / community side.
- Curation as moat: the vertical-specific source domain list (5-30 venues, organizers, ticketing platforms) is the operator's value-add. Scavio handles the typed-JSON part.