analytics Archives

Winsage

August 3, 2026

Linux didn’t just eat 10% of Windows market share, AI bots are inflating the numbers

The Linux desktop market share has not exceeded 10% in North America, and Windows is not experiencing a significant loss of users. Recent claims about Linux's market share reaching over 10% are based on misinterpreted data from StatCounter, which tracks page views rather than actual users. StatCounter's methodology can lead to inflated Linux numbers due to increased bot activity. In July 2026, it was reported that Windows market share remained above 60%. Cloudflare Radar also noted a spike in Linux usage, but this was largely attributed to automated traffic, with human-only traffic showing Linux at approximately 4.7%. Microsoft reports that Windows 11 is currently operating on 1.6 billion PCs.

Tech Optimizer

July 30, 2026

EDB Says Postgres AI Tops Enterprise AI Data Platform Benchmarks

EnterpriseDB (EDB) has released benchmark results for its EDB Postgres AI (EDB PG AI), showing superior performance compared to various AI data platforms, including vector databases and managed Postgres platforms. The independent testing by McKnight Consulting Group indicated that EDB PG AI outperformed competitors in all evaluated metrics, including query speed, accuracy, and cost efficiency. Key findings include: - EDB PG AI achieved a median query latency of 50 milliseconds at 50 million vectors, making it the fastest platform tested, 80 times faster than Databricks and 21 times faster than MongoDB Atlas. - It demonstrated the highest accuracy for core vector search with a recall rate of 0.911, outperforming MongoDB by 26% and Databricks by 17%. - In a concurrent agent loop test, EDB PG AI completed tasks in 27 milliseconds, significantly faster than MongoDB Atlas (699 milliseconds) and Databricks (5.1 seconds). - EDB PG AI provided 76 times better price performance than Databricks and 34 times better than MongoDB. - The platform integrates vectors, structured data, and analytics within a single operational database, enhancing efficiency and reducing the risk of data inconsistency. The benchmark study assessed the performance of EDB PG AI against Amazon Aurora PostgreSQL, Databricks, Crunchy Bridge, MongoDB Atlas, and open source PostgreSQL, all standardized on equivalent enterprise hardware.

AppWizard

July 30, 2026

PlayStation ditching physical games is “a bridge across the bad years” of high hardware costs, analyst says, but it means “casuals and youngsters will drift off to mobile, PC, and free-to-play even faster”

PlayStation announced its intention to cease physical game production by 2028. Analyst Rhys Elliott described this shift as a "stopgap" rather than a long-term strategy, suggesting it may be a temporary measure to address current economic challenges and high hardware manufacturing costs. He raised concerns that this decision could alienate younger and budget-conscious gamers who typically enter the console market through affordable pre-owned discs, potentially impacting their future engagement with the platform.

AppWizard

July 29, 2026

Google Play’s got a new system for letting apps deliver age-appropriate experiences

Google Play is launching its Age Signals API globally, allowing parents to share their children's age ranges without revealing personal information. This API enables developers to customize app experiences based on broad age categories (0-12, 13-15, 16-17, and 18+), enhancing age-appropriate interactions. Users retain control over the age data shared, and parents can disable the feature if desired. The API has already been rolled out in Brazil and will expand to Canada and Australia soon, with a global launch expected by the end of the year. Developers are required to use age-related data solely to improve user experiences, with restrictions against using it for advertising or analytics.

Tech Optimizer

July 29, 2026

EDB Postgres® AI Outperforms Vector Databases, Lakehouses, and Document Stores for Agentic AI on Speed, Accuracy, and Cost

EDB Postgres AI is a pioneering solution that integrates intelligence and data on a unified sovereign foundation, eliminating the need for ETL processes, data duplication, and separate vector stores. Independent benchmarks show that EDB Postgres AI outperforms competing platforms in speed, accuracy, and cost-effectiveness. A study by McKnight Consulting Group indicates that EDB Postgres AI excels in key performance metrics, including query latency, accuracy, cost, and data freshness, outperforming specialized vector databases and other managed Postgres platforms. EDB Postgres AI achieves median query latencies of 50 milliseconds at a scale of 50 million vectors, making it 80x faster than Databricks, 21x faster than MongoDB Atlas, and up to 2x faster than alternatives like Aurora and Crunchy Bridge. It also delivers the highest recall rates for core vector searches, surpassing competitors like MongoDB and Databricks. In tests involving concurrent retrievals, EDB Postgres AI completed a three-arm agent loop in 27 milliseconds, significantly faster than other platforms. In terms of cost efficiency, EDB Postgres AI offers 76x better price performance than Databricks, 34x better than MongoDB, and 23%–28% better than the nearest managed Postgres competitors when considering query speed. The architecture of EDB Postgres AI allows for the integration of vector, filtered, and full-text retrieval in a single query path, ensuring real-time data access and eliminating the need for separate systems.

Tech Optimizer

July 21, 2026

Advanced Threat Protection: How AI Transforms Enterprise Security

An attacker is testing stolen passwords against a company with inadequate firewall protection, highlighting the flaws in traditional security measures. Modern attacks, including ransomware and phishing, have evolved, necessitating advanced threat protection (ATP) that incorporates artificial intelligence (AI) for improved threat detection and response. AI-driven ATP identifies attacks that conventional tools miss, such as fileless malware and targeted phishing, by learning normal operating patterns and flagging deviations. Traditional security relies on known malware signatures, which are ineffective against zero-day attacks and polymorphic malware that changes its identity. Cloud misconfigurations and hybrid security gaps further complicate security. AI enhances detection by focusing on malicious behaviors rather than just file signatures, allowing for rapid identification of threats. Automated incident response can isolate affected endpoints and terminate malicious processes quickly. Behavioral analytics and threat intelligence integration improve ATP effectiveness by understanding user behavior and recognizing attack patterns. AI-powered ATP significantly reduces breach containment time and false positives, shifting the focus from reactive cleanup to proactive prevention. Best practices for maximizing ATP include integrating it into existing security operations, keeping machine learning models updated, and regularly testing defenses against real-world threats.

Tech Optimizer

July 21, 2026

Advanced Threat Protection: How AI Transforms Enterprise Security

An attacker is testing stolen passwords against a company that incorrectly believes its firewall is sufficient protection. Traditional defenses have become inadequate due to the speed and sophistication of modern attacks, including ransomware groups renting tools and phishing kits being easily accessible. Advanced threat protection (ATP) was designed to address these challenges, especially with the integration of artificial intelligence (AI). AI-powered ATP identifies attacks that conventional tools overlook, such as fileless malware and targeted phishing attempts, by learning the normal behavior of an organization’s environment and flagging anomalies. Traditional security relies on identifying known malware through established fingerprints, which fails against novel threats like zero-day attacks and polymorphic malware. The rise of remote work and cloud services has introduced new risks due to misconfigurations and inconsistent security rules. AI enhances threat detection by focusing on malicious behavior rather than matching files against known threats, allowing for rapid detection and automated incident response. Behavioral analytics establishes a baseline for users and devices, flagging deviations that may indicate insider threats or credential theft. Integrating threat intelligence provides insights into emerging threats and helps prioritize alerts. AI-driven ATP can contain breaches faster, significantly reducing the financial impact and dwell time of attackers. Best practices for maximizing ATP include integrating with security operations, ensuring comprehensive coverage, updating models regularly, conducting real-world testing, securing AI systems, and maintaining human oversight.

AppWizard

July 21, 2026

X launches ground-up rebuilt Android app after year-long development

The digital entertainment landscape is rapidly evolving, particularly in India, where mobile-first consumption and value for money are critical. Insights from Amazon MX Player's leadership reveal that the integration of MX Player into Amazon's ecosystem has advanced technology, data utilization, and content distribution. Karan Bedi noted the swift integration process and highlighted the benefits in monetization through Amazon's ad technology, including the “Personas” feature for targeted advertising. MX Player has expanded its distribution across various Amazon platforms, transitioning to a multi-device approach. The platform emphasizes brand safety and has increased its content diversity, focusing on advertiser-friendly shows. Bedi introduced the concept of “micro-genres” with the upcoming MX Fatafat product, featuring short episodes to cater to varying viewer time constraints. MX Player utilizes a robust analytics framework to create content that resonates with diverse audiences, including regional offerings in multiple languages. Girish Prabhu discussed innovative advertising opportunities, emphasizing the integration of brands into content narratives and interactive formats for immediate consumer engagement. MX Player is positioned on major connected TV platforms, aligning with the trend for high-quality, free entertainment. The platform enables direct-to-consumer brands to access larger video formats, leveraging Amazon's consumer insights for personalized advertising and focusing on outcomes rather than impressions. Advertisers are increasingly seeking targeted messages that drive brand growth, highlighting the importance of platforms like MX Player.

AppWizard

July 14, 2026

Steam just made $11 billion in the last 6 months, and most of it came from older games

In the first half of 2026, Steam generated an estimated .1 billion in gross revenue from game sales, setting a record for the platform. This amount is nearly equal to Steam's total revenue for all of 2021. Only 21% of this revenue came from games released in 2026, with the majority from Steam's back catalog. The top new release, Forza Horizon 6, earned approximately .7 million, followed by Resident Evil Requiem at .5 million and Crimson Desert at [openai_gpt model="gpt-4o-mini" 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: Steam Achieves Record-Breaking Revenue in First Half of 2026 Steam has marked a significant milestone, reporting its most successful half-year performance to date. In the first six months of 2026, the platform is estimated to have generated an impressive .1 billion in gross revenue from game sales, setting a new record for the PC storefront. This remarkable figure is nearly equivalent to the total revenue Steam achieved throughout all of 2021, a year that saw a surge in gaming activity due to pandemic-related lockdowns. Notably, only 21% of this revenue stems from games released in 2026, with the majority coming from Steam's extensive back catalog. According to Alinea Analytics, the standout title for new releases on Steam this year is Forza Horizon 6, which has amassed an estimated 7.7 million in revenue since its launch. Following closely behind are Resident Evil Requiem at 4.5 million and Crimson Desert at 0.1 million. These figures underscore the impact that a few blockbuster releases can have on the overall revenue generated by the platform. The report identifies several key trends contributing to this revenue surge. One significant factor is the growth of the user base in Asia, particularly in China, which has emerged as a vital source of new players and increased spending. Additionally, publishers are increasingly releasing high-priced games and leveraging prominent partnerships to enhance their market appeal. Interestingly, many publishers who initially sought to direct users to their own PC launchers have returned to Steam, as gamers have shown a preference for the established platform. Steam has cultivated a sense of stability and reliability, offering features such as backward compatibility, regional pricing, frequent sales, and dependable access to past purchases. This ensures that players can revisit games they purchased years ago without the concern of hardware or operating system changes. Valve has also been proactive in expanding Steam's compatibility beyond the Windows ecosystem. Initiatives like SteamOS, Proton, and related compatibility layers are designed to enable Windows-based PC games to run on various hardware and operating systems, including handheld devices and non-Windows platforms. While these advancements may go unnoticed by the average user, the overarching aim is to allow gamers to purchase a title once and enjoy it across multiple devices. In contrast, other storefronts have adopted different strategies. The Epic Games Store, for instance, has attracted users by offering free games. However, former employees have noted that many players tend to claim these free titles only to return to Steam for the majority of their gaming and spending activities. Alinea's long-term projections illustrate the evolution of Steam's market position over the past decade. The firm's analysis indicates that Steam's annual revenue has surged from approximately .5 billion in 2017 to an estimated billion in 2025. With .1 billion already recorded in the first half of the year and continued robust spending on older titles, Valve's influence in the PC gaming landscape continues to expand." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"].1 million. The growth of Steam's user base in Asia, particularly China, has significantly contributed to this revenue increase. Many publishers have returned to Steam due to user preference for the platform, which offers features like backward compatibility and frequent sales. Valve is also expanding Steam's compatibility with initiatives like SteamOS and Proton. Steam's annual revenue has grown from approximately .5 billion in 2017 to an estimated billion in 2025.

AppWizard

July 14, 2026

Chatto: Open-source team messenger with privacy at its core

Chatto is a self-hosted messaging software released under an open-source license, allowing users to run it on their own hardware. It supports builds for Linux, macOS, and Windows and requires only a single executable for installation. Chatto encrypts message texts and selected durable account fields using per-user keys, ensuring that only the account owner can access their plaintext data. When a user deletes their account, the associated keys are destroyed, rendering the data unreadable. Each Chatto server is dedicated to a single community, isolating users and messages from others. The software includes built-in voice and video calls with end-to-end encryption. A paid hosting option, Chatto Cloud, is set to enter public beta soon, operating on European infrastructure while maintaining compatibility with self-hosted versions. Chatto is available for free on GitHub.