mljar.com vs runcell.dev

Market traction comparison · Updated Jul 2026

mljar.com faviconmljar.com
VS
runcell.dev faviconruncell.dev
 mljar.comruncell.devLeads
Monthly Visits63.5K170.0Kruncell.dev
Bounce Rate39.1%44.9%mljar.com
SEO & Keywords3035runcell.dev
Domain Age10y 7m1y 3mmljar.com

mljar.com leads in 2 of 4 dimensions, while runcell.dev leads in 2.

Growth Momentum

Growth Momentum
mljar.comruncell.dev
 mljar.comruncell.devLeads
Monthly Visits63.5K170.0Kruncell.dev
MoM Change-19%+7%runcell.dev
Avg. Session0m22s0m45sruncell.dev
Pages / Visit1.81.8runcell.dev

Growth Momentum · Insight

mljar.com is losing traffic (-19%) despite 63.5K monthly visits. runcell.dev's +7% growth puts it on a trajectory to overtake.

Acquisition Strategy

 mljar.comruncell.devLeads
Primary ChannelSearch 44%Search 73%
Bounce Rate39.1%44.9%mljar.com
SEO & Keywords3035runcell.dev
mljar.com
Search 44%Direct 34%Social 1%Referral 17%Email 4%
runcell.dev
Search 73%Direct 18%Social 2%Referral 7%
SearchDirectSocialReferralPaidEmail
9
21
14
mljar.com OnlySharedruncell.dev Only

Keyword Overlap Rate: 48%

KeywordVolumemljar.comruncell.dev
ipynb to pdf65.7K#9#2
ipynb to py2.9K#8#1

Acquisition Strategy · Insight

mljar.com acquires users primarily through Search (44%), while runcell.dev relies on Search (73%). This reflects fundamentally different go-to-market strategies — mljar.com's higher direct traffic suggests stronger brand recognition or product-led growth, while runcell.dev's search reliance means growth is more scalable but more vulnerable to algorithm changes.

Business Maturity

 mljar.comruncell.devLeads
Domain Age10y 7m1y 3mmljar.com
RegisteredFeb 2016Jun 2025
ExpiresFeb 2027Jun 2026

Business Maturity · Insight

mljar.com has been in the market for over a decade, indicating established presence.

Market Position

 mljar.comruncell.devLeads
Global Rank#595.5K#279.5Kruncell.dev
Category Rank#12.8K#6.3Kruncell.dev
mljar.comruncell.dev
🇺🇸 United States
12%
17%
🇮🇳 India
7%
11%
🇩🇪 Germany
4%
4%

mljar.com only

🌐 Vietnam 6%🇷🇺 Russia 5%

runcell.dev only

🇧🇷 Brazil 4%🇮🇩 Indonesia 3%

Market Position · Insight

Each has untapped markets the other serves: mljar.com could expand into Brazil, Indonesia, while runcell.dev could target Vietnam, Russia.

Key Takeaways

  • mljar.com is losing traffic (-19%) despite 63.5K monthly visits. runcell.dev's +7% growth puts it on a trajectory to overtake.
  • mljar.com acquires users primarily through Search (44%), while runcell.dev relies on Search (73%). This reflects fundamentally different go-to-market strategies — mljar.com's higher direct traffic suggests stronger brand recognition or product-led growth, while runcell.dev's search reliance means growth is more scalable but more vulnerable to algorithm changes.
  • runcell.dev receives 2.7x more monthly traffic than mljar.com (170.0K vs 63.5K).
  • runcell.dev is growing (+7%) while mljar.com is declining (-19%).
  • runcell.dev keeps visitors significantly longer (0m45s avg session vs mljar.com's 0m22s), suggesting deeper product engagement or stickier content.
  • They share 21 keywords (48% overlap), indicating direct search competition.

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Report based on data from July 2026