Scaling Issues — Products Ranked

Products that fail when teams or data grow beyond certain limits

147 reports across 122 products

  1. #1
    Chroma

    Chroma

    • Not designed for production scale (1M+ vectors)
    • Memory constraints - index must fit in RAM
    • Single-node architecture - no distributed scaling
    3 reportsView Chroma
  2. #2
    Meilisearch

    Meilisearch

    • Service jams with large datasets (30M+ docs)
    • Only searches first 100k of 1M+ records
    • Storage bloat: 10MB data becomes 200MB indexed
  3. #3
    Supabase

    Supabase

    • Real-time subscription limits cause dropped connections
    • Database hits connection limits as user base grows
    • Edge Functions cold starts and execution limits
    3 reportsView Supabase
  4. #4
    3ds Max

    3ds Max

    • Heavy software requiring expensive hardware
    • Long render times for animation/games
    2 reportsView 3ds Max
  5. #5
    Adobe XD

    Adobe XD

    • Slow performance with large files
    • Crashes and instability on Windows
    2 reportsView Adobe XD
  6. #6
    Airtable

    Airtable

    • 50,000 record limit per base blocks growth
    • API rate limit of 5 requests/second breaks integrations
    2 reportsView Airtable
  7. #7
    Cinema 4D

    Cinema 4D

    • Slow rendering with complex scenes
    • Viewport performance degrades with many objects
  8. #8
    Coda

    Coda

    • Why is Coda so slow with large tables?
    • Coda 'doc too big to sync' - API, cross-doc and Packs break at 125 MB
    2 reportsView Coda
  9. #9
    CodeSandbox

    CodeSandbox

    • Slow performance on larger projects
    • Slower startup than StackBlitz
  10. #10
    Dropbox

    Dropbox

    • Dropbox using high CPU and RAM with many files
    • Problems with Dropbox for Business: admins can't see device sync status
    2 reportsView Dropbox
  11. #11
    JazzHR

    JazzHR

    • Limited reporting and analytics capabilities
    • Not scalable for larger organizations
    2 reportsView JazzHR
  12. #12
    JetBrains IntelliJ

    JetBrains IntelliJ

    • High RAM usage causes system slowdown
    • Performance issues on low-spec machines
  13. #13
    Jira

    Jira

    • Why is Jira so slow? Multi-second page and board loads
    • Third-party plugins cause thread exhaustion
    2 reportsView Jira
  14. #14
    Make

    Make

    • Make scenarios time out after 40 minutes
    • Make hits rate limits (429) on busy scenarios
    2 reportsView Make
  15. #15
    Miro

    Miro

    • Large boards become extremely laggy and slow
    • Uses excessive RAM, long launching times
    2 reportsView Miro
  16. #16
    StackBlitz

    StackBlitz

    • AI loses consistency as projects grow
    • Resource and memory limitations
  17. #17
    Typesense

    Typesense

    • High RAM requirements - data must fit in memory
    • Indexing only 65-100K docs/minute on large datasets
  18. #18
    VS Code

    VS Code

    • High memory usage and lag with extensions
    • Struggles with large monorepo projects
    2 reportsView VS Code
  19. #19
    Weaviate

    Weaviate

    • Performance degrades at scale (18M+ objects)
    • Memory usage grows heavily with data
    2 reportsView Weaviate
  20. #20
    WooCommerce

    WooCommerce

    • Performance issues - slows down websites
    • Sites crash under moderate traffic
  21. #21
    Xero

    Xero

    • Inventory management lacks depth
    • Struggles past 100 employees
    2 reportsView Xero
  22. #22
    n8n

    n8n

    • n8n runs out of memory on large data and files
    • Large n8n workflows become hard to manage
    2 reportsView n8n
  23. #23
    AWS

    AWS

    • Cost optimization requires dedicated expertise
    1 reportView AWS
  24. #24
    Abstract

    Abstract

    • Resource-heavy Mac app consumes significant system resources
  25. #25
    Adobe After Effects

    Adobe After Effects

    • Requires high-end hardware to run properly

More products (97)

  1. Adobe Illustrator1 report
  2. Adobe Lightroom1 report
  3. Adobe Photoshop1 report
  4. Affinity Designer1 report
  5. Affinity Photo1 report
  6. Amplitude1 report
  7. Anthropic Claude1 report
  8. Anytype1 report
  9. Auth01 report
  10. Bear1 report
  11. Bench1 report
  12. BigCommerce1 report
  13. Bitbucket1 report
  14. Bitwarden1 report
  15. Blender1 report
  16. Bubble1 report
  17. ClickUp1 report
  18. CockroachDB1 report
  19. Copper1 report
  20. Copy.ai1 report
  21. Culture Amp1 report
  22. Cursor1 report
  23. DaVinci Resolve1 report
  24. DataGrip1 report
  25. Deel1 report
  26. Elasticsearch1 report
  27. Fastly1 report
  28. Figma1 report
  29. Filmora1 report
  30. Final Cut Pro1 report
  31. Firebase1 report
  32. FreshBooks1 report
  33. Gitpod1 report
  34. Godot1 report
  35. Google Drive1 report
  36. Google Gemini1 report
  37. Gusto1 report
  38. Heroku1 report
  39. HeyGen1 report
  40. Hotjar1 report
  41. Houdini1 report
  42. InShot1 report
  43. Inkscape1 report
  44. Insightly1 report
  45. Kapwing1 report
  46. KineMaster1 report
  47. Lever1 report
  48. Linear1 report
  49. Logseq1 report
  50. LumaFusion1 report
  51. Maya1 report
  52. Midjourney1 report
  53. Mistral AI1 report
  54. Monday.com1 report
  55. MongoDB Atlas1 report
  56. Notion1 report
  57. Notion AI1 report
  58. OpenAI1 report
  59. Oyster HR1 report
  60. PhpStorm1 report
  61. Pinecone1 report
  62. Pipedrive1 report
  63. Pixelmator Pro1 report
  64. PlanetScale1 report
  65. PostHog1 report
  66. Postman1 report
  67. PowerDirector1 report
  68. ProWritingAid1 report
  69. Procreate1 report
  70. ProtoPie1 report
  71. Qdrant1 report
  72. Railway1 report
  73. Redis Cloud1 report
  74. Replit1 report
  75. RubyMine1 report
  76. Segment1 report
  77. Sketch1 report
  78. Sourcegraph1 report
  79. Splice1 report
  80. Squarespace1 report
  81. Stable Diffusion1 report
  82. Tabnine1 report
  83. Tana1 report
  84. Trello1 report
  85. Unity1 report
  86. Unreal Engine1 report
  87. Upstash1 report
  88. VN Video Editor1 report
  89. Vercel1 report
  90. Vultr1 report
  91. WebStorm1 report
  92. Wix1 report
  93. Workable1 report
  94. Workday1 report
  95. ZBrush1 report
  96. Zapier1 report
  97. Zendesk1 report