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Aurora Serverless: Faster performance, enhanced scaling, and still scales down to zero
Tech Optimizer
April 23, 2026

Aurora Serverless: Faster performance, enhanced scaling, and still scales down to zero

Amazon Aurora Serverless offers an on-demand, auto-scaling database management solution that adjusts to workload demands, scaling up during high usage and down to zero during inactivity. The latest version, platform version 4, has a 30% performance increase over version 3 and allows users to monitor performance metrics effectively. Benchmark tests show that both Aurora MySQL and Aurora PostgreSQL on platform version 4 achieve a 27% to 34% increase in New Orders per Minute (NOPM) compared to version 3. The autoscaling mechanism in Aurora Serverless has been improved, doubling the default scaling rate and achieving maximum capacity in 22 minutes, a 45% improvement over the previous 40 minutes. A Sysbench workload test indicates that version 4 completes tasks 27% faster and at a 28% lower cost compared to version 3. Additionally, platform version 4 incorporates more metrics for better scaling decisions, enhancing performance in resource competition scenarios. To check the current platform version of an Aurora Serverless cluster, users can navigate to the Amazon RDS console or use the AWS CLI command provided.
"For years, Microsoft's practices have had real financial impact on both public and private organizations" – Microsoft faces new legal challenge over licensing practices
Winsage
April 22, 2026

“For years, Microsoft’s practices have had real financial impact on both public and private organizations” – Microsoft faces new legal challenge over licensing practices

Microsoft is facing a £2 billion lawsuit in the UK, led by competition lawyer Maria Luisa Stasi, representing nearly 60,000 businesses that claim the company imposes excessive charges for using Windows Server on competing cloud platforms. The allegations focus on higher licensing fees for organizations using services like Amazon Web Services, Google Cloud Platform, and Alibaba Cloud compared to those using Microsoft’s Azure. The lawsuit has been allowed to proceed on an opt-out basis by the Tribunal. Microsoft plans to appeal the decision and asserts that its business model promotes competition. The case is part of broader scrutiny of Microsoft's licensing practices, with investigations also initiated by the UK Competition and Markets Authority and the European Commission, as well as inquiries in Brazil, Switzerland, the United States, and Japan.
pgEdge Launches AI DBA Workbench, an AI Co-Pilot for Database Administrators
Tech Optimizer
April 22, 2026

pgEdge Launches AI DBA Workbench, an AI Co-Pilot for Database Administrators

pgEdge has introduced the AI DBA Workbench for PostgreSQL, an AI-driven tool designed to assist teams in managing PostgreSQL environments. The tool addresses the talent gap in database management, as the demand for experienced database administrators exceeds supply. The AI DBA Workbench continuously monitors PostgreSQL performance metrics and employs a three-tier anomaly detection system to identify potential issues. It includes an integrated assistant named Ellie, which provides diagnostic workflows and SQL code recommendations. The Workbench is compatible with PostgreSQL version 14 and above, is open source, and available for public download on GitHub. It is also included in pgEdge Enterprise Postgres, which offers enterprise-grade solutions. Support for the Workbench is available for pgEdge Enterprise Postgres subscribers.
Diablo 4 Lord of Hatred review - Sanctuary is safe, but I'm conflicted
AppWizard
April 21, 2026

Diablo 4 Lord of Hatred review – Sanctuary is safe, but I’m conflicted

Diablo 4: Lord of Hatred introduces a revamped endgame experience with eight distinct classes, including the new Warlock class, which combines spellcasting and summoning abilities. The narrative centers on the protagonist's relationship with Lilith and the threat posed by Mephisto, set against the backdrop of the visually striking region of Skovos, inspired by Grecian architecture. The game features enhanced customization options, improved class skill trees, and a new War Plans system that revitalizes the endgame experience. However, the overarching story is criticized for its pacing and character development, particularly regarding the Amazons and the reliance on Lilith. Despite these critiques, the campaign offers visually stunning boss encounters and a compelling soundtrack. The game raises questions about its future direction, with concerns about evolving into a live-service model.
Today’s Android app deals and freebies: Rusty Lake Paradise, Out There, Underground Blossom, more
AppWizard
April 21, 2026

Today’s Android app deals and freebies: Rusty Lake Paradise, Out There, Underground Blossom, more

An array of Android game and app deals is available, including titles such as PARANORMASIGHT, Rusty Lake Paradise, Out There: Ω Edition, Underground Blossom, Townopolis, Rusty Lake Hotel, Railways – Train Simulator, and Traffix: Traffic Simulator. The Samsung Galaxy Ring is discounted by up to 0, the unlocked Pixel 10 is available for up to 0 off, and the Pixel Watch 4 LTE is offered at a low price with a discount on Amazon.
Europe is abandoning WhatsApp and Signal: Why governments are introducing their own messaging apps
AppWizard
April 21, 2026

Europe is abandoning WhatsApp and Signal: Why governments are introducing their own messaging apps

European officials are transitioning from messaging platforms like WhatsApp and Signal to state-controlled applications to reduce reliance on US technologies. Six nations—France, Germany, Poland, the Netherlands, Luxembourg, and Belgium—are implementing secure messaging systems for sensitive communications. NATO has its own solution, and the European Commission plans to finalize its transition by year-end. This shift is driven by cybersecurity threats, particularly targeting politicians through popular apps, prompting advice to deactivate Signal groups to prevent data leaks. Belgium has developed the BEAM app, controlled by the state, for official use, offering features like end-to-end encryption and participant management. The localization trend is influenced by geopolitical dynamics and past incidents highlighting Europe’s dependence on foreign technology. Additionally, transparency issues have emerged, as reliance on private messaging services has obscured communications related to significant contracts, such as vaccine agreements.
Monday’s Android app deals and freebies: Methods Detective, AVARIS3, The Fall 2, more
AppWizard
April 20, 2026

Monday’s Android app deals and freebies: Methods Detective, AVARIS3, The Fall 2, more

A selection of Android game and app deals includes Methods: Detective Competition, AVARIS3, Front Armies, Hero of the Kingdom III, Tower Defense Legend 5 Pro, SciFi Survivor Premium, Galaxy Vanguard I, and The Fall 2: Zombie Survival. Samsung Galaxy Tabs are available starting at 0, with Amazon expected to adjust its pricing. Google’s Pixel 45W USB-C Power Charger and the 10 Pro XL are also discounted.
Amazon chooses nuclear option for Fire TV Sticks – no Android, no sideloading, no installing apps
AppWizard
April 20, 2026

Amazon chooses nuclear option for Fire TV Sticks – no Android, no sideloading, no installing apps

Amazon will transition all future Fire TV devices to its proprietary Vega OS, which will eliminate the ability to sideload apps on Fire TV Sticks. This change aims to enhance security and reduce illegal streaming but limits user customization. The latest models, including the Fire TV Stick 4K Select and the upcoming Fire TV Stick HD, will feature Vega OS. The cloud-based system allows for seamless access to updated streaming services like Netflix and Disney+, reducing reliance on device processing power and production costs. However, it significantly reduces user autonomy by removing the option to sideload third-party applications.
Today’s Android app deals and freebies: Super Onion Boy 2, Kingdomino, Dungeon Tracer, more
BetaBeacon
April 18, 2026

Today’s Android app deals and freebies: Super Onion Boy 2, Kingdomino, Dungeon Tracer, more

Today's highlight Android app price drops include Dungeon Tracer for (originally ), ALTER EGO COMPLEX for .50 (originally ), and Survival Island: Evolve Pro for free (originally [openai_gpt model="gpt-3.5-turbo-0125" prompt="Summarize the content and extract only the fact described in the text bellow. The summary shall NOT include a title, introduction and conclusion. Text: Today’s highlight Android app price drops: Dungeon Tracer (Reg. ) ALTER EGO COMPLEX .50 (Reg. ) Survival Island: Evolve Pro FREE (Reg. [cyberseo_openai model="gpt-3.5-turbo-0125" prompt="Rewrite a news story for a business publication, in a calm style with creativity and flair based on text below, making sure it reads like human-written text in a natural way. The article shall NOT include a title, introduction and conclusion. The article shall NOT start from a title. Response language English. Generate HTML-formatted content using tag for a sub-heading. You can use only , , , , and HTML tags if necessary. Text: Reg. $1+/FREE+ Your Friday afternoon lineup of the best Android game and app deals is now ready to roll, including titles like Super Onion Boy 2, Kingdomino, Dungeon Tracer, 911 Operator, ALTER EGO COMPLEX, BE-A Walker, and more. Just be sure to dive into the deals have on Galaxy S26 Ultra and new Galaxy Buds 4 Pro at $325 off alongside a chance to score Google’s most affordable unlocked Pixel 10 at up to $354 off, but all of the apps await below. Today’s highlight Android app price drops: Dungeon Tracer $1 (Reg. $3) ALTER EGO COMPLEX $2.50 (Reg. $5) Survival Island: Evolve Pro FREE (Reg. $0.50) Kingdomino – The Board Game $2.50 (Reg. $4) Zero Stress King: Idle Defense $2 (Reg. $3) BE-A Walker $1.50 (Reg. $5) 112 Operator $3 (Reg. $8) 911 Operator $2 (Reg. $6.50) Super Onion Boy 2 $2.50 (Reg. $5) Red Carpet – Icon Pack FREE (Reg. $1.50) Squid – Icon Pack FREE (Reg. $1.50) Purplediant – Icon Pack FREE (Reg. $1.50) Yaktin Orange – Icon Pack FREE (Reg. $1) Rose – Red Icon Pack FREE (Reg. $1.50) Lime – icon pack FREE (Reg. $1) Samsung offering Galaxy S26 Ultra + new Galaxy Buds 4 Pro at $325 off today More highlight Android app price drops still live: Can You Escape: The Collection $2.50 (Reg. $4) Legend of the Moon $0.50 (Reg. $2) QR and Barcode Scanner PRO FREE (Reg. $6) Legend of The Moon2: Shooting $0.50 (Reg. $3) Titan Quest: Ultimate Edition $10 (Reg. $28) Guns’n’Glory WW2 Premium $1 (Reg. $3) ELOH $0.50 (Reg. $1) Through the Darkest of Times $1 (Reg. $8) Save the Puppies Premium $1 (Reg. $3) Cell Clone Wars:Pro FREE (Reg. $1.50) Little Big Workshop $2 (Reg. $11) Old Man’s Journey $1 (Reg. $2.50) Amazon undercuts official Pixel 10 Pro XL deal, now $300 off (Extra $50 off starts today) Sentinels of Earth-Prime $4 (Reg. $18) [Premium] RPG Fairy Elements $1 (Reg. $8) [Premium] RPG Dragon Spira $3 (Reg. $10) [Premium] RPG Infinite Links $1 (Reg. $8) [Premium] Knights of Grayfang $3 (Reg. $8) This Aint Even Poker, Ya Joker $4 (Reg. $6) RPG Dragon Takers $2 (Reg. $8) Psychofunk $1 (Reg. $3) Dune Barrens $3 (Reg. $5) [Premium] RPG Armed Emeth $2 (Reg. $8) Dungeon Princess 3 $0 (Reg. $0.50) Mix Alchemy FREE (Reg. $0.50) Blocks Falling – Puzzle FREE (Reg. $5) Hexa Crop – Icon Pack FREE (Reg. $1.50) Asphalt – Dark Icon Pack FREE (Reg. $1.50) Rock – Black Icon Pack FREE (Reg. $1) TLOTS: Gold Edition $1 (Reg. $2.50) [Premium] RPG Asdivine Dios $1 (Reg. $8) Almost all unlocked Pixel 10 models drop even lower today at $250 off the list price One More Button $1 (Reg. $3) Hexologic – Sudoku Puzzle Game $1 (Reg. $3) Toska – Turqoise icon pack FREE (Reg. $1) ToscaLine – Turqoise Icon Pack FREE (Reg. $1) Blacksmith of the Sand Kingdom $3 (Reg. $8) [Premium] RPG Gale of Windoria $2 (Reg. $8) RPG Ruinverse $1 (Reg. $9) SRPG Eldgear $2 (Reg. $8) Skel and Defense $0.50 (Reg. $2.50) Defense legend 4 HD: Sci-fi TD FREE (Reg. $2) Galaxy Vanguard I – Premium $2 (Reg. $3) The Fall 2 : Zombie Survival $0.50 (Reg. $1) The Fall 1: Zombie Survival $0.50 (Reg. $1) No More Buttons $1 (Reg. $2) Space Survival: Mars RPG Pro FREE (Reg. $0.50) SciFi Survivor Premium FREE (Reg. $0.50) Sniper 2d Fantasy $0.25 (Reg. $0.50) King of Defense Premium FREE (Reg. $3) Defense legend 4 HD: Sci-fi TD FREE (Reg. $2) Avalar: Shadow War Premium FREE (Reg. $1) Empire of the Gods $1 (Reg. $3) Defenchick: tower defense $0.50 (Reg. $1) Paign – RPG $1.50 (Reg. $3) King of Defense 2: TD Premium FREE (Reg. $2) The Macabre Journey: Dark 3D $1.50 (Reg. $3) Last Survivor: Survival Pro FREE (Reg. $1) Hero of the Kingdom II $1.50 (Reg. $8.50) Hexaring – Icon Pack FREE (Reg. $1.50) OTO – Icon Pack FREE (Reg. $1.50) Color Line – Vibrant Icon Pack FREE (Reg. $1.50) Red Yellow – Icon Pack FREE (Reg. $1.50) Garis Light – Lines Icon Pack FREE (Reg. $1.50) Zamrud Turqoise – Icon Pack FREE (Reg. $1) Turqoise – Icon Pack FREE (Reg. $1) FTC: We use income earning auto affiliate links. More.You’re reading 9to5Toys — experts digging up all the latest technology and lifestyle deals, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Toys on Twitter, Facebook, and LinkedIn to stay in the loop. Don’t know where to start? Check out the best Apple deals, our daily podcast, and subscribe to our YouTube channel" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" ].50) Kingdomino – The Board Game .50 (Reg. ) Zero Stress King: Idle Defense (Reg. ) BE-A Walker .50 (Reg. ) 112 Operator (Reg. ) 911 Operator (Reg. .50) Super Onion Boy 2 .50 (Reg. ) Red Carpet – Icon Pack FREE (Reg. .50) More highlight Android app price drops still live: Can You Escape: The Collection .50 (Reg. ) Legend of the Moon [cyberseo_openai model="gpt-3.5-turbo-0125" prompt="Rewrite a news story for a business publication, in a calm style with creativity and flair based on text below, making sure it reads like human-written text in a natural way. The article shall NOT include a title, introduction and conclusion. The article shall NOT start from a title. Response language English. Generate HTML-formatted content using tag for a sub-heading. You can use only , , , , and HTML tags if necessary. Text: Reg. $1+/FREE+ Your Friday afternoon lineup of the best Android game and app deals is now ready to roll, including titles like Super Onion Boy 2, Kingdomino, Dungeon Tracer, 911 Operator, ALTER EGO COMPLEX, BE-A Walker, and more. Just be sure to dive into the deals have on Galaxy S26 Ultra and new Galaxy Buds 4 Pro at $325 off alongside a chance to score Google’s most affordable unlocked Pixel 10 at up to $354 off, but all of the apps await below. Today’s highlight Android app price drops: Dungeon Tracer $1 (Reg. $3) ALTER EGO COMPLEX $2.50 (Reg. $5) Survival Island: Evolve Pro FREE (Reg. $0.50) Kingdomino – The Board Game $2.50 (Reg. $4) Zero Stress King: Idle Defense $2 (Reg. $3) BE-A Walker $1.50 (Reg. $5) 112 Operator $3 (Reg. $8) 911 Operator $2 (Reg. $6.50) Super Onion Boy 2 $2.50 (Reg. $5) Red Carpet – Icon Pack FREE (Reg. $1.50) Squid – Icon Pack FREE (Reg. $1.50) Purplediant – Icon Pack FREE (Reg. $1.50) Yaktin Orange – Icon Pack FREE (Reg. $1) Rose – Red Icon Pack FREE (Reg. $1.50) Lime – icon pack FREE (Reg. $1) Samsung offering Galaxy S26 Ultra + new Galaxy Buds 4 Pro at $325 off today More highlight Android app price drops still live: Can You Escape: The Collection $2.50 (Reg. $4) Legend of the Moon $0.50 (Reg. $2) QR and Barcode Scanner PRO FREE (Reg. $6) Legend of The Moon2: Shooting $0.50 (Reg. $3) Titan Quest: Ultimate Edition $10 (Reg. $28) Guns’n’Glory WW2 Premium $1 (Reg. $3) ELOH $0.50 (Reg. $1) Through the Darkest of Times $1 (Reg. $8) Save the Puppies Premium $1 (Reg. $3) Cell Clone Wars:Pro FREE (Reg. $1.50) Little Big Workshop $2 (Reg. $11) Old Man’s Journey $1 (Reg. $2.50) Amazon undercuts official Pixel 10 Pro XL deal, now $300 off (Extra $50 off starts today) Sentinels of Earth-Prime $4 (Reg. $18) [Premium] RPG Fairy Elements $1 (Reg. $8) [Premium] RPG Dragon Spira $3 (Reg. $10) [Premium] RPG Infinite Links $1 (Reg. $8) [Premium] Knights of Grayfang $3 (Reg. $8) This Aint Even Poker, Ya Joker $4 (Reg. $6) RPG Dragon Takers $2 (Reg. $8) Psychofunk $1 (Reg. $3) Dune Barrens $3 (Reg. $5) [Premium] RPG Armed Emeth $2 (Reg. $8) Dungeon Princess 3 $0 (Reg. $0.50) Mix Alchemy FREE (Reg. $0.50) Blocks Falling – Puzzle FREE (Reg. $5) Hexa Crop – Icon Pack FREE (Reg. $1.50) Asphalt – Dark Icon Pack FREE (Reg. $1.50) Rock – Black Icon Pack FREE (Reg. $1) TLOTS: Gold Edition $1 (Reg. $2.50) [Premium] RPG Asdivine Dios $1 (Reg. $8) Almost all unlocked Pixel 10 models drop even lower today at $250 off the list price One More Button $1 (Reg. $3) Hexologic – Sudoku Puzzle Game $1 (Reg. $3) Toska – Turqoise icon pack FREE (Reg. $1) ToscaLine – Turqoise Icon Pack FREE (Reg. $1) Blacksmith of the Sand Kingdom $3 (Reg. $8) [Premium] RPG Gale of Windoria $2 (Reg. $8) RPG Ruinverse $1 (Reg. $9) SRPG Eldgear $2 (Reg. $8) Skel and Defense $0.50 (Reg. $2.50) Defense legend 4 HD: Sci-fi TD FREE (Reg. $2) Galaxy Vanguard I – Premium $2 (Reg. $3) The Fall 2 : Zombie Survival $0.50 (Reg. $1) The Fall 1: Zombie Survival $0.50 (Reg. $1) No More Buttons $1 (Reg. $2) Space Survival: Mars RPG Pro FREE (Reg. $0.50) SciFi Survivor Premium FREE (Reg. $0.50) Sniper 2d Fantasy $0.25 (Reg. $0.50) King of Defense Premium FREE (Reg. $3) Defense legend 4 HD: Sci-fi TD FREE (Reg. $2) Avalar: Shadow War Premium FREE (Reg. $1) Empire of the Gods $1 (Reg. $3) Defenchick: tower defense $0.50 (Reg. $1) Paign – RPG $1.50 (Reg. $3) King of Defense 2: TD Premium FREE (Reg. $2) The Macabre Journey: Dark 3D $1.50 (Reg. $3) Last Survivor: Survival Pro FREE (Reg. $1) Hero of the Kingdom II $1.50 (Reg. $8.50) Hexaring – Icon Pack FREE (Reg. $1.50) OTO – Icon Pack FREE (Reg. $1.50) Color Line – Vibrant Icon Pack FREE (Reg. $1.50) Red Yellow – Icon Pack FREE (Reg. $1.50) Garis Light – Lines Icon Pack FREE (Reg. $1.50) Zamrud Turqoise – Icon Pack FREE (Reg. $1) Turqoise – Icon Pack FREE (Reg. $1) FTC: We use income earning auto affiliate links. More.You’re reading 9to5Toys — experts digging up all the latest technology and lifestyle deals, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Toys on Twitter, Facebook, and LinkedIn to stay in the loop. Don’t know where to start? Check out the best Apple deals, our daily podcast, and subscribe to our YouTube channel" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" ].50 (Reg. ) QR and Barcode Scanner PRO FREE (Reg. ) Legend of The Moon2: Shooting [cyberseo_openai model="gpt-3.5-turbo-0125" prompt="Rewrite a news story for a business publication, in a calm style with creativity and flair based on text below, making sure it reads like human-written text in a natural way. The article shall NOT include a title, introduction and conclusion. The article shall NOT start from a title. Response language English. Generate HTML-formatted content using tag for a sub-heading. You can use only , , , , and HTML tags if necessary. Text: Reg. $1+/FREE+ Your Friday afternoon lineup of the best Android game and app deals is now ready to roll, including titles like Super Onion Boy 2, Kingdomino, Dungeon Tracer, 911 Operator, ALTER EGO COMPLEX, BE-A Walker, and more. Just be sure to dive into the deals have on Galaxy S26 Ultra and new Galaxy Buds 4 Pro at $325 off alongside a chance to score Google’s most affordable unlocked Pixel 10 at up to $354 off, but all of the apps await below. Today’s highlight Android app price drops: Dungeon Tracer $1 (Reg. $3) ALTER EGO COMPLEX $2.50 (Reg. $5) Survival Island: Evolve Pro FREE (Reg. $0.50) Kingdomino – The Board Game $2.50 (Reg. $4) Zero Stress King: Idle Defense $2 (Reg. $3) BE-A Walker $1.50 (Reg. $5) 112 Operator $3 (Reg. $8) 911 Operator $2 (Reg. $6.50) Super Onion Boy 2 $2.50 (Reg. $5) Red Carpet – Icon Pack FREE (Reg. $1.50) Squid – Icon Pack FREE (Reg. $1.50) Purplediant – Icon Pack FREE (Reg. $1.50) Yaktin Orange – Icon Pack FREE (Reg. $1) Rose – Red Icon Pack FREE (Reg. $1.50) Lime – icon pack FREE (Reg. $1) Samsung offering Galaxy S26 Ultra + new Galaxy Buds 4 Pro at $325 off today More highlight Android app price drops still live: Can You Escape: The Collection $2.50 (Reg. $4) Legend of the Moon $0.50 (Reg. $2) QR and Barcode Scanner PRO FREE (Reg. $6) Legend of The Moon2: Shooting $0.50 (Reg. $3) Titan Quest: Ultimate Edition $10 (Reg. $28) Guns’n’Glory WW2 Premium $1 (Reg. $3) ELOH $0.50 (Reg. $1) Through the Darkest of Times $1 (Reg. $8) Save the Puppies Premium $1 (Reg. $3) Cell Clone Wars:Pro FREE (Reg. $1.50) Little Big Workshop $2 (Reg. $11) Old Man’s Journey $1 (Reg. $2.50) Amazon undercuts official Pixel 10 Pro XL deal, now $300 off (Extra $50 off starts today) Sentinels of Earth-Prime $4 (Reg. $18) [Premium] RPG Fairy Elements $1 (Reg. $8) [Premium] RPG Dragon Spira $3 (Reg. $10) [Premium] RPG Infinite Links $1 (Reg. $8) [Premium] Knights of Grayfang $3 (Reg. $8) This Aint Even Poker, Ya Joker $4 (Reg. $6) RPG Dragon Takers $2 (Reg. $8) Psychofunk $1 (Reg. $3) Dune Barrens $3 (Reg. $5) [Premium] RPG Armed Emeth $2 (Reg. $8) Dungeon Princess 3 $0 (Reg. $0.50) Mix Alchemy FREE (Reg. $0.50) Blocks Falling – Puzzle FREE (Reg. $5) Hexa Crop – Icon Pack FREE (Reg. $1.50) Asphalt – Dark Icon Pack FREE (Reg. $1.50) Rock – Black Icon Pack FREE (Reg. $1) TLOTS: Gold Edition $1 (Reg. $2.50) [Premium] RPG Asdivine Dios $1 (Reg. $8) Almost all unlocked Pixel 10 models drop even lower today at $250 off the list price One More Button $1 (Reg. $3) Hexologic – Sudoku Puzzle Game $1 (Reg. $3) Toska – Turqoise icon pack FREE (Reg. $1) ToscaLine – Turqoise Icon Pack FREE (Reg. $1) Blacksmith of the Sand Kingdom $3 (Reg. $8) [Premium] RPG Gale of Windoria $2 (Reg. $8) RPG Ruinverse $1 (Reg. $9) SRPG Eldgear $2 (Reg. $8) Skel and Defense $0.50 (Reg. $2.50) Defense legend 4 HD: Sci-fi TD FREE (Reg. $2) Galaxy Vanguard I – Premium $2 (Reg. $3) The Fall 2 : Zombie Survival $0.50 (Reg. $1) The Fall 1: Zombie Survival $0.50 (Reg. $1) No More Buttons $1 (Reg. $2) Space Survival: Mars RPG Pro FREE (Reg. $0.50) SciFi Survivor Premium FREE (Reg. $0.50) Sniper 2d Fantasy $0.25 (Reg. $0.50) King of Defense Premium FREE (Reg. $3) Defense legend 4 HD: Sci-fi TD FREE (Reg. $2) Avalar: Shadow War Premium FREE (Reg. $1) Empire of the Gods $1 (Reg. $3) Defenchick: tower defense $0.50 (Reg. $1) Paign – RPG $1.50 (Reg. $3) King of Defense 2: TD Premium FREE (Reg. $2) The Macabre Journey: Dark 3D $1.50 (Reg. $3) Last Survivor: Survival Pro FREE (Reg. $1) Hero of the Kingdom II $1.50 (Reg. $8.50) Hexaring – Icon Pack FREE (Reg. $1.50) OTO – Icon Pack FREE (Reg. $1.50) Color Line – Vibrant Icon Pack FREE (Reg. $1.50) Red Yellow – Icon Pack FREE (Reg. $1.50) Garis Light – Lines Icon Pack FREE (Reg. $1.50) Zamrud Turqoise – Icon Pack FREE (Reg. $1) Turqoise – Icon Pack FREE (Reg. $1) FTC: We use income earning auto affiliate links. More.You’re reading 9to5Toys — experts digging up all the latest technology and lifestyle deals, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Toys on Twitter, Facebook, and LinkedIn to stay in the loop. Don’t know where to start? Check out the best Apple deals, our daily podcast, and subscribe to our YouTube channel" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" ].50 (Reg. ) Titan Quest: Ultimate Edition (Reg. ) Guns’n’Glory WW2 Premium (Reg. ) ELOH [cyberseo_openai model="gpt-3.5-turbo-0125" prompt="Rewrite a news story for a business publication, in a calm style with creativity and flair based on text below, making sure it reads like human-written text in a natural way. The article shall NOT include a title, introduction and conclusion. The article shall NOT start from a title. Response language English. Generate HTML-formatted content using tag for a sub-heading. You can use only , , , , and HTML tags if necessary. Text: Reg. $1+/FREE+ Your Friday afternoon lineup of the best Android game and app deals is now ready to roll, including titles like Super Onion Boy 2, Kingdomino, Dungeon Tracer, 911 Operator, ALTER EGO COMPLEX, BE-A Walker, and more. Just be sure to dive into the deals have on Galaxy S26 Ultra and new Galaxy Buds 4 Pro at $325 off alongside a chance to score Google’s most affordable unlocked Pixel 10 at up to $354 off, but all of the apps await below. 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Why Postgres wants NVMe on the hot path, and S3 everywhere else
Tech Optimizer
April 17, 2026

Why Postgres wants NVMe on the hot path, and S3 everywhere else

Efforts to merge storage roles into a single solution are ongoing, particularly with Amazon S3's durability and cost-effectiveness. In PostgreSQL, achieving a durable commit requires flushing the Write-Ahead Log (WAL) before signaling transaction completion, which can take tens of microseconds on high-performance NVMe drives but extend to milliseconds on slower storage. This latency impacts Online Transaction Processing (OLTP) systems and user response times. Benchmark studies show that systems with faster local storage outperform those with slower alternatives as workloads exceed memory capacity. The fsync operation in PostgreSQL is a commitment rather than a simple write, with enterprise-grade SSDs performing better due to power-loss protection. Read operations also face challenges, as PostgreSQL's need for small, latency-sensitive reads conflicts with S3's design for larger, higher-latency requests. As the working set exceeds memory, storage latency becomes a critical performance factor. Modern managed PostgreSQL systems typically do not place object storage in the critical commit path, instead maintaining a fast log or cache close to the database while relegating colder data to remote storage. Recent PostgreSQL developments, such as asynchronous I/O support in version 18, aim to leverage fast storage more effectively. S3 is valuable for tasks like WAL archiving and backups, but these should be kept separate from the commit path to avoid resource contention. The solution involves using both NVMe and S3, with fast storage managing commits and cache misses, while object storage handles archives and backups. PostgreSQL performs best when hot and cold storage functions are clearly delineated.
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