Ahrefs' 66.6-million-response study finds most free ChatGPT answers never search the web
New AI-search data highlight the value of original product information while showing why one-size-fits-all GEO advice is risky.
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Cloudflare gives Free and Pro sites a full month of traffic and security analytics
Small sites can now compare a full month of HTTP, security and DNS activity without upgrading Cloudflare plans. The October 2 change applies to adaptive analytics, not every dataset.
Web DevelopmentSaaSMarketing & DistributionSaaS OperationsDeveloper ToolsMarketplaces & PlatformsActive dossier
Shopify makes Next Gen Events generally available — a declarative alternative to webhooks
Shopify's new Events system can send the change and the data your app needs in one delivery. It's a significant alternative to classic webhooks, but not a forced shutdown or universal replacement yet.
Google makes Spanner Omni production-ready outside its cloud — with a new licensing boundary
Google's distributed SQL database can now run in production beyond Google Cloud, but 'deploy anywhere' doesn't mean free or fully managed. Spanner Omni GA brings security, backup and paid commercial licensing, with important limits on its developer edition.
Together AI cuts interruptible GPU cluster compute to half price with a five-minute exit window
Training experiments and batch inference can use Together AI's discounted preemptible GPUs in existing clusters. Workloads must checkpoint or requeue on interruption, and at least one standard node is required.
pg_plan_filter 1.0 lets PostgreSQL reject expensive query plans — but not hostile users
PostgreSQL operators gain per-statement and per-transaction estimated-cost limits across versions 14–18, useful for runaway reports and ORMs. The guard is disabled by default and can be bypassed by users allowed to change planner cost parameters.
Artificial IntelligenceWeb DevelopmentCloud & InfrastructureAI AgentsDeployment & DevOpsDeveloper ToolsActive dossier
Lightpanda 1.0 makes a Zig headless browser production-ready for agents and crawlers
The browser-for-machines project has reached 1.0 with a major web-compatibility jump and new cross-origin protections. It is not a drop-in replacement for every Chrome use case.
Google Ads can now pull promotions from your website and put them into ads
Automated promotions make the advertiser's own website a source for ad assets. Google can find an offer, validate it and surface it without a marketer manually creating the promotion.
SaaSIndie BusinessMarketing & DistributionBootstrappingIndie SaaSProduct & GrowthProduct EconomicsMarketplaces & PlatformsActive dossier
Kanbanchi says team-first pricing helped move 78% of purchases to multi-seat plans
The useful part of Kanbanchi’s case is that it did not need a new product category or a giant ad budget. A 25-person bootstrapped team changed the economics and presentation of an existing product, made team savings visible and progressively moved its customer mix toward multi-seat accounts.
Stripe says hybrid pricing has crossed from AI experiment to real adoption
The useful signal is not that every SaaS company should add usage billing. Stripe/Metronome says hybrid pricing went from barely used to roughly one in six qualifying Stripe users, while many AI products are hiding token metering behind credits or output units so customer invoices describe value rather than model cost.
Artificial IntelligenceCloud & InfrastructureAI AgentsCloud PlatformsDatabases & StorageActive dossier
Supabase acquires Turso as AI agents become database creators
The funding headline is less interesting than the workload signal: Supabase says agents now create most new databases on its platform, and it is buying Turso to handle higher-volume database creation for those workloads.
AWS Strands Decider 2B turns bounded agent decisions into an open local model
Jev made bounded decision models visible; Strands Decider makes the pattern reproducible inside an agent stack. AWS replaced Qwen3.5-2B's language-generation head with a small scoring head and released the recipe, creating a local alternative for decisions that do not need a full generative model.
Cloudflare Containers can now let each Durable Object choose its own runtime — and snapshot its filesystem
The architectural shift is from application-wide container configuration toward individually managed stateful compute. A Durable Object can now start its own image and size, keep an independent lifecycle and restore filesystem state without treating every instance as part of one rollout.
Cloudflare Containers exposed previous tenants’ disk data through unzeroed blocks
This was not a Firecracker escape or access to a live victim disk. It was a storage-isolation failure underneath the sandbox: researchers recovered foreign directory structures, database pages and complete SQLite databases from reused blocks, and Cloudflare had to fix allocation plus retire existing disks and cached snapshots.
GitHub adds credential inventory to its selective incident-response kill switches
GitHub’s credential-response story now has both discovery and containment: enterprise owners can export SSH keys, PATs, OAuth and GitHub App tokens with ownership, scope and last-use metadata, then use selective revocation rather than invalidating every credential a user holds.
Vercel now deletes over-limit Hobby deployment history immediately
The 10GB Hobby storage cap has not changed, but the consequence of crossing it has. Vercel has removed the previous 30-day grace period for non-exempt deployments, shrinking the rollback and preview history free-plan builders can assume will remain available.
GitHub has switched off SHA-1 HTTPS support — old Git and API clients can now fail
The deadline is no longer theoretical: browsers, Git HTTPS backends and API clients that still depend on SHA-1-era TLS algorithms can now lose connectivity to GitHub.com.
GitHub Copilot Auto now lets developers choose whether routing optimizes for cost or intelligence
The material change is that model routing is no longer a single opaque optimization target. Developers can now tell Copilot whether to bias Auto toward lower cost, a middle ground or higher quality while GitHub still chooses a model prompt by prompt.
Cognition’s Fusion uses a frontier lead and cheaper sidekick to cut coding-agent task cost
Fusion is interesting less as another routing feature than as a different agent-cost architecture: two persistent model contexts divide planning, review and execution instead of making one expensive model handle every token. The practical question for builders is shifting from token price to cost per completed task.
Artificial IntelligenceWeb DevelopmentIndie BusinessAI ModelsAI CodingProduct EconomicsActive dossier
Google has absorbed Mechanize’s coding-eval team into DeepMind after $1.5B+ deal talks
Google appears to have completed a talent-focused Mechanize deal: the startup still exists, but much of the team that builds coding-agent training environments and evaluations has moved into Google’s model-development work.