Imagine AI
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ScyllaDB

Dev Tools & Infrastructure · 29.7K followers · LinkedIn benchmark, last 90 days (original)

data through 2026-09-21

Momentum vs prior 90 days

Posts

157

-5%

Posts/wk

12.2

-5%

Avg engagement

14.1

smart avg / post

-6%

Momentum

+3%

2nd half of window vs 1st

2026-07-02 → 2026-09-30 · Benchmark by Imagine AI · methodology at benchmark.imagineai.me/dashboard/methodology

Engagement trend

Posting volume (bars) vs average engagement per post (line) — page + team, original posts

Momentum over time

Change in average engagement per post vs the previous week — green gaining, red losing

Category mix

Cadence

Average engagement by day posted (Pacific time)

Team contribution

Team data through 2026-08-03 — employee scrapes lag this window; low numbers here mean stale data, not a quiet team.

Company page posts — counted in every number on this pageExclude

What drives engagement

Smart avg engagement per post across every post in this window. Gray rows at the bottom are under the sample floor (8+ posts per category, 8+ per format) — too few posts to trust the average.

By category

Product Update15.730 posts
Event1490 posts
Customer Highlight13.79 posts
Industry Insight12.525 posts
Company Update152 posts · low n
Meme / Humor14.41 post · low n

By format

Video14.825 posts
Image14.1117 posts
Text Only12.915 posts

Best day: Saturday. Best time block: 3pm–6pm UTC. Timing detail is in the Cadence chart above.

Best performing posts

  • 2026-09-07 · Company page · Event72 eng. (66 likes · 2 comments · 4 shares)

    Aurora DSQL made three engineering bets to keep commit latency predictable and eliminate the biggest sources of tail variance in distributed…

    View post →
  • 2026-08-20 · Company page · Event54 eng. (49 likes · 1 comments · 4 shares)

    If you're passionate about open source and solving problems, we have a #P99CONF speaker for you! Madelyn Olson is a Principal Software Engin…

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  • 2026-08-27 · Company page · Product Update47 eng. (43 likes · 0 comments · 4 shares)

    If you didn't know, we built a #Rustlang driver for ScyllaDB Alternator that achieves ~58% higher throughput than the AWS SDK driver on a 3-…

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  • 2026-08-02 · Company page · Event44 eng. (42 likes · 0 comments · 2 shares)

    Whether you're interested in file formats, Java performance, or getting a realistic take on AI-assisted development, Gunnar Morling's #P99CO…

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  • 2026-08-18 · Company page · Event39 eng. (33 likes · 2 comments · 4 shares)

    Seastar leverages the Linux io_uring interface for asynchronous I/O, but the integration of an asymmetric io_uring backend has pushed the po…

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Worst performing posts — settled posts only (published ≥7 days before the data edge)

  • 2026-07-14 · Michael Malgeri · Industry Insight0 eng. (0 likes · 0 comments · 0 shares)

    Worth 2 minutes IMO #ai #datacenters.

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  • 2026-07-16 · Michael Malgeri · Industry Insight0 eng. (0 likes · 0 comments · 0 shares)

    This is similar to President Carter asking citizens to where sweaters. President Carter was largely considered politically left-of-center, b…

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  • 2026-09-10 · Company page · Event1 eng. (1 likes · 0 comments · 0 shares)

    What actually is quantization, and what's being done to the model to make it smaller? At #P99CONF, ngrok's Sam Rose will dive into the mathe…

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  • 2026-09-10 · Company page · Event1 eng. (1 likes · 0 comments · 0 shares)

    Designed for teams running over 50K OPS with strict P99 latency requirements, our on-demand masterclass provides a practical framework for d…

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  • 2026-08-14 · Company page · Product Update3 eng. (3 likes · 0 comments · 0 shares)

    📖 Your Weekend Read: Node restarts spiked P99 latency to 5 seconds for a full minute, while typical latency for the cluster was only 4 mill…

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