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From monolith to Lakebase to LTAP: rethinking the database from storage up
Tech Optimizer
July 2, 2026

From monolith to Lakebase to LTAP: rethinking the database from storage up

Sixteen years ago, the author began their PhD at UC Berkeley and was advised to focus on analytics rather than OLTP databases, which were considered solved. This led to the creation of Apache Spark and Databricks. However, during the development of Databricks, it was found that OLTP databases were not solved problems; they were difficult to scale and fragile. This realization led to the development of Lakebase, a serverless Postgres database designed with modern technology. Lakebase architecture separates the write-ahead log (WAL) and data files into independent, scalable services. The WAL is externalized to a service called SafeKeeper, which uses Paxos-based replication for durability, while data files are managed by PageServer, which stores them in cloud object storage. This design addresses challenges such as data loss, scaling, and performance interference between transactional and analytical workloads. Lakebase maintains compatibility with Postgres, offers unlimited storage, serverless compute, durable writes, and simpler high availability. It also introduces LTAP (Lake Transactional/Analytical Processing), which allows both transactional and analytical processing to operate on a single data copy in real time, eliminating the need for separate data copies and reducing costs. LTAP utilizes a unified storage layer that allows data to be materialized in both row and columnar formats, optimizing it for both transactional and analytical workloads. The system ensures that analytics can access the most current data without affecting transactional performance by using a log sequence number (LSN) to retrieve the latest changes. Unlike traditional CDC approaches, LTAP requires no explicit table replication, as all data is stored in a single governed copy. This architecture circumvents common issues faced by hybrid transactional/analytical processing (HTAP) systems, such as incomplete feature sets, lack of ecosystem support, and performance contention. The Lakebase architecture has unlocked capabilities like unlimited storage, elastic compute, durable writes, and instant branching, with ongoing developments anticipated in the future.
15 indie games we saw during the Big Indie Pitch at NAGIS that you've got to check out
AppWizard
July 2, 2026

15 indie games we saw during the Big Indie Pitch at NAGIS that you’ve got to check out

The Big Indie Pitch event recently took place in Canada, showcasing indie developers and their PC and console games. Sponsored by Xsolla, the event featured a speed-dating format where developers presented their games to a panel of industry experts for five minutes. This format allowed for feedback and insights from professionals in publishing, scouting, and media. The event attracted developers at various project stages and served as a networking opportunity. The pitching sessions are a staple of Pocket Gamer Connects conferences and other gaming events worldwide. Interested participants can visit the Big Indie Pitch website for information on future events.
Pixel phones are reportedly choking on basic games after Android 17
BetaBeacon
July 2, 2026

Pixel phones are reportedly choking on basic games after Android 17

Pixel phones are facing gaming performance issues after the Android 17 update. Some affected games include Brawl Stars, Clash Royale, and Hill Climb Racing 2. Users have tried makeshift solutions but are waiting for an official resolution from Google. The Pixel 10, Pixel 9, and Pixel 8 series are the most impacted. The exact cause of the problem is unclear, with some pointing to the Android 17 update or recent Play Services updates. Users have suggested clearing the cache for Google Play services and adjusting GPU driver preferences as potential solutions.
silver Android smartphone
Tech Optimizer
July 2, 2026

From monolith to Lakebase to LTAP: rethinking the database from storage up

Sixteen years ago, the author began their PhD at UC Berkeley, where they were advised to focus on analytics rather than OLTP databases, which were considered a solved problem. However, upon developing Databricks, they found that OLTP databases were cumbersome, challenging to scale, and fragile. This led to the creation of Lakebase, a serverless Postgres database designed to address these issues by externalizing the write-ahead log (WAL) and data files into independent services. Lakebase architecture separates the WAL into a distributed service called SafeKeeper and data files into another service called PageServer, allowing for improved durability, scalability, and performance. This architecture eliminates data loss risks associated with disk failures and misconfigurations, simplifies high availability, and allows for elastic compute resources. Lakebase also introduces LTAP (Lake Transactional/Analytical Processing), which enables transactions and analytics to operate on a single data copy in real-time, avoiding the need for separate data copies and reducing costs. The system retains Postgres's ACID semantics while storing data in open columnar formats, making it accessible to both transactional and analytical engines without the delays and complexities of traditional replication methods. The architecture allows for unlimited storage, serverless compute, and instant branching, while ensuring that analytics can read the most current transactional data without affecting transactional workloads. LTAP aims to unify transactional and analytical processing by leveraging distinct compute engines for each workload while integrating at the storage layer.
silver Android smartphone
Tech Optimizer
July 2, 2026

EDB Named a Leader in Multimodel Data Platforms Evaluation

EDB has been recognized as a Leader in The Forrester Wave: Multimodel Data Platforms, Q2 2026, with EDB Postgres AI (EDB PG AI) achieving the highest scores in Vision, Innovation, Roadmap, and Partner Ecosystem criteria. EDB PG AI integrates transactional, analytical, and AI workloads into a unified platform, supporting open-source frameworks and enabling various deployment options. The platform features governance at the data layer and is designed for operational efficiency, allowing organizations to implement sovereign AI quickly. EDB PG AI can be deployed on-premises, in hybrid environments, or across cloud infrastructures, backed by partnerships with companies like Dell, IBM, and NVIDIA.
Minecraft on Bedrock finally gets Closed Captions, a decade after Java Edition
AppWizard
July 2, 2026

Minecraft on Bedrock finally gets Closed Captions, a decade after Java Edition

Mojang has officially introduced closed caption support to Minecraft Bedrock Edition after testing it through preview builds. This feature aims to create a more inclusive gaming environment for players who are deaf or hard-of-hearing. Players can activate closed captions by navigating to Settings > Accessibility > Gameplay, where they can customize the visibility duration, on-screen positioning, and select which sounds to display. The game will provide descriptions of nearby sounds and directional cues for sound sources. Mojang acknowledges potential issues with incorrect sound displays and encourages player feedback for improvements.
3 Old Windows Laptops Still Worth Buying In 2026
Winsage
July 2, 2026

3 Old Windows Laptops Still Worth Buying In 2026

In 2026, the laptop purchasing landscape is affected by a price crisis due to AI data center demands, leading to higher costs for RAM, storage, and processors. Buyers are advised to consider laptops manufactured between 2019 and 2024 for compatibility with Windows 11, which requires a minimum of 4GB of RAM, with 8GB being the practical baseline and 16GB recommended for everyday tasks. 1. The Acer Swift X (2022) features an RTX 3050 Ti mobile chip, a Ryzen 5825U processor, and 16GB of LPDDR4X RAM, priced under ,000, and has a 4.4/5 rating on Amazon. 2. The Dell Latitude 7330 (2022) has a 1080p display, an Intel i5-1245U processor, and 16GB of RAM, available for around 0 from third-party sellers, and offers a convertible design. 3. The Acemagic LX15Pro is priced under 0, powered by a 5700U processor, has 16GB of RAM and a 512GB storage drive, and holds a 4.8/5 rating on Best Buy. The laptops were selected based on affordability, compatibility with Windows 11, and availability across multiple retailers.
Why Antivirus Is No Longer Just About Virus Protection
Tech Optimizer
July 1, 2026

Why Antivirus Is No Longer Just About Virus Protection

Antivirus software has evolved from focusing solely on detecting and eliminating computer viruses to providing comprehensive digital security solutions. The modern threat landscape includes advanced persistent threats, ransomware, phishing schemes, fraud apps, and AI-enabled cyber threats, necessitating a broader approach to cybersecurity. Current digital security systems must detect behavioral anomalies, protect user identities, monitor network activity, identify scam links, and provide multi-layered protection across various platforms. Contemporary antivirus solutions now incorporate AI-based threat detection, cloud intelligence, web protection, email security, identity protection, and ransomware monitoring, reflecting a shift from reactive measures to proactive prevention. Users are now active holders of digital identities, and antivirus software is expected to safeguard their entire digital lives.
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