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Millisecond Latency at Scale: Why Our ML Feature Store Runs on Snowflake Postgres
Tech Optimizer
June 23, 2026

Millisecond Latency at Scale: Why Our ML Feature Store Runs on Snowflake Postgres

Organizations are consolidating their fragmented database environments with Snowflake Postgres, phasing out outdated systems and simplifying multivendor setups without extensive code rewrites. Ericsson migrated four legacy databases to Snowflake Postgres, achieving a 99% reduction in data processing time. SimCorp's transition to Snowflake Postgres resulted in a tenfold increase in disk operation speeds. Sigma Computing provides real-time analytics using Snowflake Postgres, eliminating the need for external systems. BlueCloud supports low-latency transactional workloads and analytics on a single platform. Superblocks enables developers to create full-stack applications using Snowflake CoCo, leveraging SQL tools against live data. Snowflake Postgres is approximately four times faster than Databricks Lakebase and has a 99.95% published uptime SLA. It operates on Postgres 18 and accommodates up to 64 TB of storage, surpassing Lakebase's 16 TB limit. Snowflake Postgres simplifies management with in-place major version upgrades and supports standard logical replication, enhancing flexibility for data movement and integration.
Telegram’s ad business: How the messaging app makes money
AppWizard
June 23, 2026

Telegram’s ad business: How the messaging app makes money

Telegram has established an advertising model that focuses on monetizing public channels, selling ads based on channel topics rather than user identity. Revenue generated from ads is split evenly between Telegram and the channel owner, with no data-mining or behavioral targeting involved. The primary ad format is Sponsored Messages, which appear in public channels with at least 1,000 subscribers and consist of a text block and optional call-to-action button. Advertisers can purchase these ads through a self-serve portal without demographic targeting, ensuring no personal data is used for placements. Public channels are treated as independent units, with 50% of ad revenue going to channel owners, paid in Toncoin. Telegram's ad system has become more accessible by lowering minimum spend requirements. In addition to Sponsored Messages, Telegram is developing Mini Apps funded by its in-app currency, Stars. Regulatory scrutiny has increased, with various countries imposing bans or restrictions on Telegram for reasons related to content moderation and compliance, such as a temporary ban in India in June 2026 due to exam fraud investigations.
I tested Android 17 on my Pixel 9 Pro - its app bubbles are a multitasker's dream
AppWizard
June 22, 2026

I tested Android 17 on my Pixel 9 Pro – its app bubbles are a multitasker’s dream

Android 17 has been released for Pixel devices, introducing several new features: 1. Desktop Mode allows users to connect their phones to an external monitor for a desktop-like experience with a Bluetooth mouse and keyboard. 2. App Bubbles enable seamless multitasking by allowing users to bubble apps for quick access from the home screen. 3. The selfie camera can be enabled during screen recordings, allowing users to narrate actions while appearing on screen. 4. The recent apps page now displays full app names and includes a drop-down menu for options like pinning, splitting the screen, taking screenshots, or clearing recent apps. 5. Early support for running GUI Linux applications is introduced, paving the way for future advancements in Linux environments on devices. 6. Enhanced HDR brightness allows users to customize the display of HDR content for a more dynamic viewing experience. The update process for Pixel 9 Pro took approximately 30 minutes, and the rollout for other Pixel devices is expected soon. Other Android users will need to wait for their respective device updates.
Pixel Audio Memory could upgrade song ID with new note-taking tool
AppWizard
June 22, 2026

Pixel Audio Memory could upgrade song ID with new note-taking tool

Google is expanding its music recognition capabilities with a new feature called Audio Memory, which will enhance the existing Now Playing functionality. Audio Memory will automatically identify songs using a local database, and if a song isn't recognized, a digital fingerprint may be sent to Google for a secure cloud search. Background conversations and audio will remain private and not be transmitted to Google. Users will also have the option to manually identify songs via a cloud search. The onboarding text suggests that Audio Memory could track both music and important conversations, indicating its potential as an AI note-taker. Early interface glimpses show that users will be able to identify ambient music and songs from other applications, although details on conversation tracking are still unclear. The project is codenamed "blueflax," and while features are in development, not all may be included in the final release.
Gemini overlay gets expanded ‘plus’ menu to do more without opening app
AppWizard
June 22, 2026

Gemini overlay gets expanded ‘plus’ menu to do more without opening app

Google has updated the Gemini overlay on Android, introducing an expanded plus menu that now includes Videos, Music, Canvas, and Guided Learning, in addition to the existing Images and Personal Intelligence tools. Deep Research remains exclusive to the full app due to its requirement for a larger prompt box. The top section of the interface, including Screen, Photos, Camera, Files, Drive, and Notebooks, remains unchanged, but the repositioning of the carousel may affect one-handed usability. These enhancements allow users to access most of the Gemini experience seamlessly across Android devices without launching the full application. The changes are being rolled out with stable version 17.32 of the Google app.
Google Photos may have a new trick to make your pictures look dramatically different
AppWizard
June 22, 2026

Google Photos may have a new trick to make your pictures look dramatically different

Google Photos is set to introduce a new feature called Moods in version 7.81 of the app, which utilizes artificial intelligence for photo editing. Moods offers eight distinct templates: Airy Minimalist, Crisp 35mm, 2000’s Cinema, Rich Textures, Pink Digicam, Retro Contrast, Night Lights, and 2000’s Night, each designed to evoke specific visual styles. The feature aims to provide a more personalized editing experience by analyzing images individually rather than applying uniform filters. Although Moods is not yet operational, it represents a shift towards a more AI-driven editing experience in Google Photos. An APK teardown indicates potential features, but there is no guarantee they will be publicly released.
Monday’s best Android app deals and freebies: Rare 30% price drop on Blasphemous, Hitman Sniper, more
AppWizard
June 22, 2026

Monday’s best Android app deals and freebies: Rare 30% price drop on Blasphemous, Hitman Sniper, more

Consumers can find discounts on various Android apps during the early Prime Day festivities, including notable titles such as Blasphemous, Dungeon Clawler, Hitman Sniper, Bridge Constructor Portal, Mythic Trials 2, Lara Croft GO, Dungeon Village, and Earn to Die. Best Buy is offering savings of up to 0 on the latest 2026 Copilot+ PCs, while Walmart has significant discounts on the Galaxy Tab S10 Lite and Galaxy Tab A11+, with prices starting at .
I tested Microsoft PC Manager’s RAM-freeing tool and learned why high memory usage isn’t always a problem
Winsage
June 22, 2026

I tested Microsoft PC Manager’s RAM-freeing tool and learned why high memory usage isn’t always a problem

Users of Windows 11 often report high RAM usage, with figures reaching 70-90 percent, leading to concerns about system performance and the need for memory upgrades. Microsoft has introduced the PC Manager application with a "Boost" option to help free up memory. High memory usage can be normal when Windows 11 caches files, but excessive consumption by poorly optimized applications may indicate a resource issue. The impact of memory usage varies by system; for example, 90 percent usage may be acceptable on a system with 96GB of RAM, while it could be problematic on an 8GB system. Context matters, as high memory usage on high-end machines often represents normal caching, whereas it may signal struggles on lower-end systems. The PC Manager's Boost feature can be useful before resource-intensive tasks but may reinforce misconceptions about high memory usage being inherently negative. Ultimately, performance issues, rather than memory percentage alone, should guide decisions about upgrading RAM.
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