NewApp Digest
search bot

storage

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Organizations are consolidating their fragmented database environments with Snowflake Postgres, phasing out outdated systems and simplifying multivendor setups without extensive code rewrites.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.
Steam Machine review: Valve's underwhelming living-room PC has a serious price problem
AppWizard
June 22, 2026

Steam Machine review: Valve’s underwhelming living-room PC has a serious price problem

The Steam Machine is a compact gaming system measuring 16.5 × 15.5 × 15.3 cm, designed to run SteamOS and provide access to the Steam library while offering a user experience similar to consoles. It features a custom AMD CPU with six cores and twelve threads, 16 MiB of L3 cache, and a maximum clock speed of 4.86 GHz. The system includes 16 GiB of DDR5 memory and a discrete Radeon graphics unit with 8 GiB of GDDR6 video memory based on the Navi 33 architecture, operating with 28 compute units and a power budget of 110 watts. Storage consists of an NVMe drive with approximately 1.9 TB of space and a zram swap of around 7.6 GiB. The Steam Machine runs SteamOS 3.8.9 in its x86-64 version, allowing it to function as either a Linux PC or a gaming interface. Connectivity options include one HDMI 2.0 port, one DisplayPort 1.4 port, four USB-A ports, a USB-C port, Gigabit Ethernet, Wi-Fi 6E, and Bluetooth 5.3. Its hardware is aligned with PC architecture but lacks the customization options of a bespoke system.
The Steam Machine is the most ambitious game console I’ve ever played
AppWizard
June 22, 2026

The Steam Machine is the most ambitious game console I’ve ever played

The Steam Machine retails starting at ,049 without a gamepad and ,128 bundled with one. Its performance does not significantly exceed that of the 5.5-year-old PS5, which offers sharper visuals in certain games. The Steam Machine operates more like a console than previous iterations, featuring a compact design and compatibility with modern gamepads. Valve claims to sell its components at cost, having negotiated with suppliers during a memory supply crisis. Users have reported technical issues, such as problems with the Steam Controller, sound output, and game downloads. The device requires manual adjustments for settings, lacks user-friendly configurations, and has questionable reliability with its sleep function. Valve plans to support AMD’s FSR 4 upscaling and is working on graphics driver updates. The Steam Machine is positioned as a versatile gaming and computing solution, but its limitations highlight the need for further refinement.
Steam Machine pricing starts at $1,049 for 512GB model
AppWizard
June 22, 2026

Steam Machine pricing starts at $1,049 for 512GB model

Valve's Steam Machine is now available for pre-order, with two versions priced at ,049 for the 512GB model and ,349 for the 2TB model, which includes a Steam Controller. The device runs on SteamOS and can play PC games, functioning as both a console and a desktop computer. Its compact design allows for easy integration into home environments. The pricing has been influenced by component shortages due to demand from AI sectors. Valve has stated that it does not follow the traditional console model of selling hardware at a loss, aiming instead for an open ecosystem. Insights suggest that the target price for the Steam Machine may have shifted significantly due to rising costs.
The database that refused to die: How Postgres survived its own creators
Tech Optimizer
June 22, 2026

The database that refused to die: How Postgres survived its own creators

Postgres, originally developed by Michael Stonebraker in the early 1980s, is an open-source database system that evolved from Ingres. It was designed to handle complex data types and introduced user-defined data types, operators, and functions, leading to the support for abstract data types (ADTs). The initial commercialization of Postgres occurred through a startup named Illustra, later acquired by Informix. In 1995, graduate students Andrew Yu and Jolly Chen revived Postgres, transitioning it from QUEL to SQL, resulting in Postgre95, which evolved into PostgreSQL. Today, Postgres is one of the most popular database systems globally, known for its extensibility and high code quality. However, it currently lacks features like file-level encryption (TDE), which are standard in commercial systems, relying instead on the operating system for encryption. Efforts to implement TDE have faced challenges due to the complexity of required code changes.
Valve Wants You To Know The Steam Machine Isn't A Video Game Console: 'We Think Of It As An Extension Of PC Gaming'
AppWizard
June 22, 2026

Valve Wants You To Know The Steam Machine Isn’t A Video Game Console: ‘We Think Of It As An Extension Of PC Gaming’

Valve's Steam Machine is positioned as an extension of the PC gaming experience rather than a traditional video game console. The device starts at ,050 for the 512GB model, contrasting with the PlayStation 5 and Xbox Series X, which retail for around 0, and the PS5 Pro at 0 for a 2TB SSD. The maximum storage option for the Steam Machine is 1TB, priced at ,350. Valve emphasizes a more open gaming ecosystem, differing from the conventional model of selling hardware at a loss. The company collects a 30 percent platform fee on games sold through Steam but aims to remain outside the traditional hardware competition.
The Steam Machine is the start of an even more expensive future for game consoles
AppWizard
June 22, 2026

The Steam Machine is the start of an even more expensive future for game consoles

Valve's Steam Machine is priced at ,049 for the 512GB model and ,128 with a Steam Controller. The 2TB version costs ,349 or ,428 with the controller. In comparison, the 2TB Xbox Series X retails for 9.99, the PS5 Pro for 9.99, and the upcoming Switch 2 is expected to launch at 9.99. The Steam Machine offers access to Steam's extensive library of games and is positioned as a premium option in a market with rising hardware prices. Recent data shows a 46% decline in PS5 sales year-over-year, coinciding with a price increase to 9.99. Xbox is developing "Project Helix," a device between a console and a PC, but pricing concerns have led to a reevaluation of its vision.
Windows 11 26H2 arrives as a tiny unlock, not a massive download
Winsage
June 22, 2026

Windows 11 26H2 arrives as a tiny unlock, not a massive download

Microsoft has confirmed the release of Windows 11 26H2, scheduled for Fall 2026. This update focuses on improving the update experience for businesses and IT professionals by streamlining maintenance processes. Windows 11 26H2 will be delivered as an enablement package, activating pre-existing code on eligible devices, ensuring a swift installation with minimal disruption. It will unlock features from earlier versions, specifically Windows 11 24H2 and 25H2, allowing a seamless transition with minimal operational downtime. The update is currently available to Windows Insiders and emphasizes a predictable, low-disruption experience for IT departments. Key advantages include a streamlined installation process, minimal user disruption, no need for complete reinstallation, consistent security and quality updates, and uniform compatibility checks. The specific release date has not been announced, but it will arrive in the latter half of 2026. The hardware requirements remain the same as previous versions: a minimum of 4GB of RAM, 64GB of storage, and a 1GHz 64-bit dual-core processor.
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.
Search