ScyllaDB
Dev Tools & Infrastructure · 29.7K followers · LinkedIn benchmark, last 90 days (original)
Momentum vs prior 90 days
Posts
18
+100%Posts/wk
1.4
+100%Avg engagement
10.7
smart avg / post
+51%Momentum
not enough posts
2nd half of window vs 1st
Engagement trend
Posting volume (bars) vs average engagement per post (line) — team only, 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.
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
By format
Best time block: 12pm–3pm UTC. Timing detail is in the Cadence chart above.
Best performing posts
- 2026-07-27 · Scotty May · Industry Insight26 eng. (26 likes · 0 comments · 0 shares)
🚨 Throwing more GPUs at your LLM won't solve your scaling problem. Here is the silent bottleneck quietly breaking production AI architectur…
View post → - 2026-07-13 · Scotty May · Customer Highlight22 eng. (20 likes · 1 comments · 1 shares)
What happens in the 50 milliseconds after you click “Pay” on PayPal? Behind the scenes, a massive high-stakes battle against fraud takes pla…
View post → - 2026-07-31 · Scotty May · Product Update17 eng. (10 likes · 1 comments · 6 shares)
LangGraph makes building agentic workflows effortless. But scaling those agents to enterprise production? That’s a state management challeng…
View post → - 2026-07-28 · Scotty May · Event16 eng. (13 likes · 1 comments · 2 shares)
Agentic AI is officially pushing real-time fraud detection into high gear. ⚡️ At the AMD Advancing AI 2026 event, Aerospike showcased its wo…
View post → - 2026-07-14 · Scotty May · Customer Highlight16 eng. (14 likes · 0 comments · 2 shares)
How do you scale your fraud data by 1,000% while slashing transaction latency by 80%? 💳 Ask Barclays. Processing tens of millions of paymen…
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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.
View post → - 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…
View post → - 2026-07-22 · Scotty May · Customer Highlight4 eng. (4 likes · 0 comments · 0 shares)
Milliseconds matter when you’re processing 30 million transactions a day. ⏱️💳 For Barclays, fraud detection sits directly in the payment au…
View post → - 2026-07-23 · Scotty May · Industry Insight4 eng. (3 likes · 0 comments · 1 shares)
Are you paying 10x more for your cloud database infrastructure just to get a fraction of the performance? A benchmark study by McKnight Cons…
View post → - 2026-07-29 · Scotty May · Industry Insight4 eng. (4 likes · 0 comments · 0 shares)
Redis is every engineering team’s default starting point for speed. And for good reason -- it’s simple, low-latency, and fast to ship. Until…
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