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Apollo.io vs Milvus: 2026 Comparison

Apollo.io Milvus
Overview Apollo.io is an all-in-one sales intelligence and engagement platform with a database of over 275 million contacts. It combines prospecting, enrichment, and outreach automation in a single workflow. Open-source vector database designed for scalable similarity search with GPU acceleration and billion-scale vector support.
Pricing Freemium ($0-99/mo) Free (Free-$$$)
Key Features
  • Contact database
  • email sequencing
  • dialer
  • LinkedIn integration
  • buying intent signals
  • data enrichment
  • CRM sync
  • lead scoring
  • Open-source
  • GPU acceleration
  • Billion-scale
  • Hybrid search
  • Partition
  • Multi-vector
  • Zilliz Cloud
Pros
  • Massive contact database
  • Generous free tier
  • All-in-one platform
  • Good data accuracy
  • Highly scalable
  • GPU support
  • Open-source
  • Billion-scale
Cons
  • Data can be outdated for smaller companies
  • UI can feel cluttered
  • Email deliverability issues at scale
  • Complex setup
  • Resource hungry
  • Steep learning curve
  • Operational overhead