BigCommerce vs mParticle by Rokt

BigCommerce and mParticle by Rokt both appear on the Smoower Developer Ecosystem Index.

BigCommerce (rank #103) holds a modest lead over mParticle by Rokt (rank #338) on the overall Smoower ecosystem score (55 vs 43). The gap of 12 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), BigCommerce is ahead of mParticle by Rokt. On education (docs, guides and learning material for developers), BigCommerce is slightly ahead of mParticle by Rokt. On community (issue response, PR reviews and discussion health), BigCommerce is ahead of mParticle by Rokt. On reach (how visible the ecosystem is beyond its own repos), mParticle by Rokt is slightly ahead of BigCommerce. On momentum (release cadence and how fast the ecosystem moves), BigCommerce is clearly ahead of mParticle by Rokt.

BigCommerce carries 3,505 GitHub stars across 281 public repos, with 25 repositories active in the last 90 days and 51 external contributors on record. mParticle by Rokt shows 317 stars across 85 public repos, 14 active in the last 90 days and 21 external contributors. The star gap on its own does not decide the comparison, but BigCommerce's footprint is roughly 11.1x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

BigCommerce is the stronger read for anyone weighting momentum. mParticle by Rokt looks better where reach is the deciding factor. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.