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SingleStore’s BryteFlow acquisition targets data integration

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SingleStore's BryteFlow acquisition targets data integration

SingleStore on Thursday completed the acquisition of data integration specialist Bryte Systems, commonly referred to as BryteFlow, in a move aimed at expanding SingleStore’s ability to ingest and integrate data from a broad array of sources.

Financial terms of the deal were not disclosed.

Once SingleStore combines BryteFlow’s technology with its own, it plans to launch a new data integration environment branded SingleConnect, according to SingleStore.

Based in San Francisco, SingleStore is a former database specialist that has expanded to provide full data platform capabilities that compete with vendors such as Databricks and Snowflake. Its tools, which include data integration capabilities, are designed to quickly ingest data from various sources to inform decisions in near real time.

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BryteFlow, meanwhile, is a data integration vendor based in Sydney, Australia, whose no-code BrtyteFlow platform ingests data from applications such as SAP and Salesforce as well as databases to fuel real-time decision-making. Key to its effectiveness are its change data capture (CDC) capabilities, which help fuel real-time analysis.

Given that SingleStore and BryteFlow both specialize in enabling real-time decisions and that BryteFlow’s CDC capabilities add to SingleStore’s existing offering, the acquisition is appropriate, according to Matt Aslett, an analyst at IDG’s Ventana Research.

SingleStore is not alone among data platform vendors acquiring data ingestion and integration specialists, he noted. For example, Databricks bought Arcion in 2023. But SingleStore’s acquisition of BryteFlow is particularly significant because of the real-time processing capabilities BryteFlow provides.

“There is an ongoing trend of data platform providers incorporating data integration functionality with their data persistence and processing capabilities to accelerate actionable insight,” Aslett said. “This is especially relevant for SingleStore given that it is often used to support applications that require real-time analysis.”

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The acquisition comes less than two weeks after SingleStore unveiled a strategic partnership with Snowflake to help joint customers develop real-time AI applications and about four months after launching an integration with open source table storage platform Apache Iceberg.

Complementary capabilities

Data ingestion and integration have always been part of SingleStore’s platform.

Founded in 2011 as MemSQL before changing its name in 2020, the vendor began as a database specialist that competed with the likes of MongoDB and Couchbase before adding more data management capabilities and evolving into a data platform vendor.

One constant throughout its evolution has been a focus on speed and enabling near real-time analysis.

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Throughout 2022, SingleStore raised financing — a total of $146 million in a two-part Series F-2 funding round — that was used, in part to fuel product development.

The following year, the vendor unveiled a series of capabilities aimed at enabling customers to develop and deploy real-time AI models and applications, including vector search and a new compute layer. This year, SingleStore continued to invest in enabling real-time analytics and AI by partnering with Snowflake and integrating with Apache Iceberg.

It was amid its funding in 2022 — 10 days after unveiling the first part its Series F-2 round — that SingleStore introduced its initial CDC capabilities.

CDC is the process of identifying and capturing changes made to data and then delivering those changes to other applications in real-time.

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For example, if there is a change to a dataset within a database or application such as HubSpot, for example, that change is immediately sent to whatever analytics and AI applications are informed by that dataset. The intent is to inform decisions and actions by using the most current data available.

The acquisition of BryteFlow adds to SingleStore’s existing CDC capabilities by providing prebuilt data integration tools — which include CDC — for applications such as SAP and Salesforce. In addition, BryteFlow’s platform includes prebuilt data integration tools — also including CDC — for data storage platforms from vendors including AWS, Databricks, Microsoft and Oracle that might be used in conjunction with SingleStore to inform AI and analytics tools.

As a result, BryteFlow’s platform serves as a complement to SingleStore’s existing tools and the eventual development and launch of SingleConnect will represent improvement for SingleStore, according to Aslett.

“The acquisition of BryteFlow and its CDC capabilities enhances SingleStore’s ability to support real-time analytics,” he said. “The incorporation of BryteFlow’s functionality … as SingleConnect complements and extends SingleStore’s existing investment in data integration [with] enhanced functionality to support applications that rely on real-time processing and analysis from multiple data sources.”

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Raj Verma, SingleStore’s CEO, noted that the vendor already enables users to ingest and analyze petabytes of data in real time. Acquiring BryteFlow is aimed at making it easier by adding full CDC capabilities connected to new data sources.

“This acquisition effectively widens the choices for our customers, offering them more ways to connect to a broad range of enterprise and SaaS applications in addition to databases across on-premises systems and all major cloud service providers.” Verma said.

The impetus for the acquisition, meanwhile, came from SingleStore’s ongoing effort to simplify data movement across various systems, he continued, noting that most enterprises use multiple databases to store information.

“Without streamlined data estates, it’s difficult for organizations to build intelligent and generative AI applications with the full breadth of their data,” Verma said. “We will continue to refine our data platform to make it easier for enterprises to store, transact, analyze and search data from any source.”

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While SingleStore’s acquisition of BryteFlow specifically target SingleStore’s data integration capabilities, market trends are favorable for the vendor and could help spur growth, according to Aslett.

Enterprises are continuing to place greater emphasis on real-time analysis. Meanwhile, as enterprise interest in AI — and generative AI, in particular — also increases, data management tools that can handle high-volume workloads at without losing performance speed are important.

“Industry trends are playing to the strengths of SingleStore and its ability to support data-intensive applications,” Aslett said. “Interest in hybrid data processing has risen steadily, driven by demand for real-time data processing to support the development of intelligent operational applications that deliver personalization and contextually relevant recommendations.” 

What’s ahead

With the acquisition of BryteFlow now complete, SingleStore will focus its product development roadmap on continuing to simplify data migration and management, according to Verma.

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In particular, the vendor aims to make it easier for enterprises to operationalize the data needed to feed and train AI and machine learning models and applications.

“We’ll make it easier for organizations to ingest data into our platform and build intelligent applications at scale,” Verma said.

Aslett, meanwhile, suggested that SingleStore needs to improve its messaging to better compete with more established data platform vendors, including tech giants such as AWS, Google Cloud and Microsoft that provide data management services.

Specifically, better messaging around SingleStore’s support for unified data management and analytics workload processing and its advantages over deploying specialized tools for each would benefit the vendor.

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“The company is competing with some of the biggest names in data platforms and data processing,” Aslett said. “Adoption relies on enterprises understanding suitable use cases for products able to support hybrid operational and analytic processing.”

Eric Avidon is a senior news writer for TechTarget Editorial and a journalist with more than 25 years of experience. He covers analytics and data management.

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AirOps is an all-in-one platform for generating and managing AI-based marketing content

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AirOps is an all-in-one platform for generating and managing AI-based marketing content

To some degree, every business that has a presence on the web is in the content business — whether that’s for informing customers, finding new clients, or for SEO. That means managing the production of those texts and images, updating them, and potentially optimizing them for a search engine to index and rank. Since large language models (LLMs) are quite good at generating text, it’s no surprise (and unwelcome news for freelance copywriters) that businesses now expect their content operations tools to also generate text and images for them.

AirOps, which is announcing a $15.5 million Series A funding round today, wants to be the all-in-one platform for doing all of that, with a focus of managing and generating content at scale.

In its early days, the company had a significantly broader remit. When we first wrote about AirOps after its $7 million seed round in 2023, the team was building an LLM-based tool that allowed any business to create AI-enabled applications.

Image Credits:AirOps

“It’s just been this process of figuring out where can the models deliver real value in the economy for real customers,” AirOps co-founder and CEO Alex Halliday told me. After launching the original product, the team talked to a lot of customers to get a better grip on the problems they were trying to solve with a platform like the early version of AirOps.

As many businesses have now realized, there are areas where you can’t yet rely on LLMs to perform to a consistent benchmark. But one area where they do well enough — for better or worse — is generating content.

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“It was a little bit ironic, because when we first started working with LLMs — think content and maybe less SEO — content seemed like a solved problem with all the first kind of generation of models,” AirOps co-founder Matt Hammel said. But it’s also far too easy to get these models to create bad content that doesn’t fit a company’s brand — and the real problems start once you have to manage and update this sudden plethora of text.

That’s where AirOps comes in. It allows businesses to use virtually any popular model (and bring their own API keys to them, if they want to) to generate text and images, and it allows companies to put what it calls guardrails around this, while also keeping humans in the loop. It also focuses on streamlining the overall workflow from content generation to optimization.

Image Credits:AirOps

It’s no secret that the internet is quickly filling up with drab LLM-generated slop that is often incorrect. The AirOps team is aware of this and throughout the conversation, the team stressed that its focus is on quality.

“The core thing we tell customers again and again is that when working with LLMs, the quality of the content in equals the quality of the content out,” Halliday said. “We help the customers find these little nuggets or little gold mines internally that they can transform into content.”

Halliday, who previously ran product at Masterclass, also stressed that he believes educating customers is key.

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To build out the product and kickstart its go-to-market operations, AirOps has now raised its Series A. The round was led by Unusual Ventures, with participation from Wing VC, Founder Collective, Xfund, and Alt Capital.

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Proxmox 6.1 on a 14 Year DELL PE 2950 Enterprise Rack Server – 949

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Proxmox 6.1 on a 14 Year DELL PE 2950 Enterprise Rack Server - 949



Getting a Dell Power Edge 2950 III ready to be sold. Making sure that all is working well, and trying out installing Proxmox VE 6.1

Check out my little shop : https://www.myplayhouse.dk/shop/
Link to the Dell : https://www.myplayhouse.dk/shop/en/servers/115-dell-poweredge-2950-iii-24core-3ghz-16gb.html
Be aware that the shipping prices is worst case, until it know where to ship to!!

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For 3$ a month, you get an extra weekly “What’s UP” update video. Just for my Patrons. The Support I resave on patreon is all used on stuff to make interesting videos on YouTube.

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My PlayHouse is a channel where i will show, what i am working on. I have this house, it is 168 Square Meters / 1808.3ft² and it is full, of half-finished projects.

I love working with heating, insulation, Servers, computers, Datacenter, green power, alternative energy, solar, wind and more. It all costs, but I’m trying to get the most out of my money, and my time. .

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Anker’s Soundcore Liberty 4 Pro earbuds add a charging case screen

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Anker’s Soundcore Liberty 4 Pro earbuds add a charging case screen

Anker has released its new Soundcore Liberty 4 Pro wireless earbuds that include improved noise canceling and faster charging than their predecessors. The most obvious change, though, is the upgraded case with a screen to show battery life or adjust ANC settings without grabbing your phone.

The Liberty 4 Pro is available now for $129.99, which is $20 cheaper than the $149.99 Soundcore Liberty 4 that debuted in 2022 and $70 cheaper than the previous version, the $169.99 Liberty 3 Pro from 2021.

The Liberty 4 Pro are available in three color options: glossy black, white, and glossy light blue.
Image: Anker

The screen added to the Liberty 4 Pro’s charging case could be a welcome addition for those with battery anxiety, but it’s not a new feature for wireless earbuds. JBL added a 1.45-inch touchscreen to the charging case of its Tour Pro 2 in 2023, which offered a lot of functionality, including playback controls, volume adjustments, EQ settings, and even notifications from a connected smartphone. The screen on the Liberty 4 Pro is more limited, with a small touch bar below it that can be swiped to adjust the ANC or turn on transparency mode.

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Anker says that on a full charge, the buds alone will run for 10 hours with ANC off or 7.5 hours with it on. That’s boosted to 40 hours when paired with the charging case or 30 hours when you factor in ANC. When they’re completely dead, a quick five-minute charge will revive the earbuds with four hours of playtime, while the case charges over USB-C or with a wireless charging pad.

The Liberty 4 Pro earbuds pair a 10.5-millimeter bass driver with a smaller 4.6-millimeter titanium-coated tweeter for improved overall sound reproduction, while ANC is powered by six microphones (three on each bud) plus a barometric sensor that takes into account changing air pressure for improved performance on flights. The earbuds support Bluetooth 5.3, multipoint connections, and the SBC, AAC, and LDAC codecs, although the latter can only be used when paired with an Android device.

Spatial audio is supported, with the ability to track the movements of your head, while an IPX5 rating means you can wear the Liberty 4 Pro in the rain or during an especially sweaty workout without issue. They’re now available through Anker’s online store and Amazon in three color options: glossy black, white, and glossy light blue.

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Nvidia bucks the market, and oil jumps on fears of how Israel may respond to Iran’s missile attack

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Nvidia bucks the market, and oil jumps on fears of how Israel may respond to Iran's missile attack


Every weekday, the CNBC Investing Club with Jim Cramer releases the Homestretch — an actionable afternoon update, just in time for the last hour of trading on Wall Street.



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For Sale: 18 x HP 10642 G2 / G1 42U Server Racks

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For Sale: 18 x HP 10642 G2 / G1 42U Server Racks



We Have in stock lot of 18 x HP 10642 G2 / G1 42U Server Racks:

3 x HP 10642 G2 42U Server Rack (383573-001) – complete with side panels

3 x HP 10642 G1 42U Server Rack (245169-002) – complete with side panels

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1 x Compaq 9000 42U Server Rack – white color – complete with side panels

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Condition: no visual damages , some scratches only

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Thousands of fake Microsoft emails are being sent out to trick businesses — here’s what to look out for

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A person's fingers type at a keyboard, with a digital security screen with a lock on it overlaid.

The number of phishing emails that masquerade as notifications from Microsoft services is skyrocketing, a new report from Check Point has warned.

In the report, the researchers said that just in September, its service caught more than 5,000 such emails – and to make matters worse, the attackers have gotten extremely good at creating a legitimate-looking email.

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