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Meta is expanding Threads' podcast features, letting users share show transcripts, save episodes for later, and view analytics on clicks and saves. Podcast creators can also get reminders to share new episodes, and posts can display video clips, transcripts or tagged guests to promote a show.
Meta is rolling out a redesigned insights panel for Threads that uses AI to summarize how individual posts and overall accounts are performing, comparing metrics like views, likes and reposts to a user's recent activity. The update also identifies which interest-based communities are driving engagement on posts and profiles, though link-click data remains absent from the analytics.
A blog operator built network and header-based rules on a Cloudflare Worker to sort incoming traffic without relying on JavaScript, and found that 277 of 372 requests bearing browser User-Agent strings were actually not genuine browsers—74.5% of the total. Comparing this edge-based counting with Cloudflare Web Analytics page loads over two days revealed persistent gaps between the two measurement methods, exposing bugs in the HTML-acceptance check and missing provenance markers, both since fixed.
The creators of the original Dataflow Model paper—Tyler Akidau, Rafael Fernández-Moctezuma, Reuven Lax and Daniel Mills—revisited their influential streaming framework eleven years after publication, on the occasion of its VLDB Test of Time award. They conclude that its core ideas, such as prioritizing event time and abandoning the wait for complete data, held up well, but admit that windowing, triggers, and a stream-first worldview were overengineered or misguided compared to database-style approaches like SQL and materialized views.
An independent developer ran a three-week ChatGPT ad campaign for event-seating software PerfectTablePlan, spending £289.52 for 2,988 clicks at an average 10p per click. The campaign yielded just 14 installs, a 0.46% conversion rate and a 69% bounce rate, versus roughly 5% conversion and under half the bounce rate on Google Ads and organic ChatGPT referrals. Working with ad-fraud researcher Dr Augustine Fou, the developer used analytics tooling to rule out bot traffic, pointing instead to poor targeting as the likely cause of the weak results.
SteamDB, the widely used Steam analytics and database site, has been sold to Chosen, the company behind Nexus Mods. Co-founder Pavel Djundik said running the site solo had become unsustainable after burnout following years of increasing workload since launching it in 2013 with Marlamin. Chosen CEO Victor Folmann said the site will be commercialized through partnerships and affiliate links rather than ads, while preserving what makes it useful to users.
Quill, a Y Combinator-backed company building a fullstack SDK for embedding customer-facing analytics and reporting into apps, is hiring a remote fullstack software engineer. The role pays $150-210K plus equity and is open to candidates working PT/ET hours. The company, still pre-launch with a team under five people, serves fintech, healthtech and govtech customers with custom reporting and dashboard tools.
A new Entrepreneur contributor piece argues that YouTube channels typically fail not from a lack of content ideas but from unrealistic workflows that don't account for the true time investment required. The article identifies video editing, optimizing for YouTube's search algorithm, and interpreting analytics as the three biggest time drains for creators. It recommends automating repetitive tasks, batching work, and outsourcing to professionals as ways to reclaim hours lost to these processes.
A contributor for Entrepreneur outlines three digital strategies small business owners can use to grow despite limited resources: prioritizing tools based on efficiency, reach, and customer engagement, using analytics to refine spending, and building a proactive digital roadmap instead of reacting piecemeal to new tools. The piece cites Small Business Administration data showing small businesses make up 43.5% of U.S. GDP and employ over 62 million people, alongside Bank of America Institute figures showing rising small-business spending on tech and AI tools.