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Bigdataanalyticsnews

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Modern Data Engineering Services in 2025: Key Trends Fueling Enterprise-Wide Digital Transformation

  • By 2025, data engineering has become essential for extracting insights from massive data volumes and driving digital transformation.
  • Global data creation is projected to reach 175 zettabytes by 2025, necessitating modernized, cloud-centric data engineering practices.
  • Modern data engineering emphasizes real-time processing, modular architectures, and serverless solutions for scalability and efficiency.
  • Key trends in data engineering for 2025 include cloud-native platforms, AI/ML-driven automation, DataOps, data quality focus, and self-service analytics.
  • Data engineering drives faster decision-making, personalized customer experiences, and operational efficiency through predictive analytics.
  • Security, compliance, and governance are integrated into data pipelines to ensure trust and compliance at scale.
  • Challenges faced by data engineering teams include talent shortages, tooling complexity, and legacy system integration.
  • The future of data engineering involves automation, edge processing, low-code tools, and adaptable platforms to meet evolving business needs.
  • Modern data engineering services are strategic enablers of enterprise growth, demanding a cultural shift towards data-driven strategies and insights.
  • Key advancements in data engineering involve AI for automation, real-time processing at the edge, and composable architectures for agility.

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Medium

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The Broken TGW Attachment That Taught Us Everything About Route Table Ownership

  • A cloud engineer encountered a strange issue with a Transit Gateway (TGW) VPC attachment in a pendingAcceptance state without an 'Accept' button or approval process.
  • The engineer discovered that the TGW route table linked to the attachment was deleted but still referenced, leading to a cross-account TGW mystery.
  • After conducting CLI detective work, it was revealed that the issue stemmed from a deleted route table in a centralized network account, leaving dangling references in the spoke (development) account.
  • To address the problem and make troubleshooting easier for similar scenarios, a guided shell script named tgw_check.sh was developed to help navigate and resolve issues related to TGW ownership and route table management.

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Medium

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How to Unlock $AWS and Start Building Your Crypto Portfolio

  • Agentwood (AWS) airdrops provide free cryptocurrency to users meeting specific criteria through platforms like DappRadar.
  • DappRadar offers a curated list of legitimate Agentwood (AWS) airdrops, verifying projects to prevent scams.
  • Users need a secure wallet supporting Agentwood (AWS) to receive airdrops and should never share private keys.
  • Claiming Agentwood (AWS) airdrops via DappRadar is a straightforward way to earn crypto rewards while emphasizing security.

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Medium

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Password Trends for 2025 and Beyond

  • Biometric authentication, such as face or fingerprint recognition, is becoming more prevalent as it is difficult to replicate and provides a convenient way to access accounts.
  • Multi-factor authentication (MFA) adds an extra layer of security by requiring additional verification methods like a code sent to your phone, fingerprint scan, or hardware key.
  • Passwordless login options are emerging, utilizing methods like magic links, push notifications, or secure keys, eliminating the need to remember complex passwords and enhancing security.
  • Continuous authentication, which monitors user behavior throughout a session, offers ongoing security checks based on factors like location, device, and habits to ensure account safety.

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Medium

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EBS Snapshots vs AMIs — What’s the Difference and When to Use Them?

  • EBS Snapshots are point-in-time images of EBS volumes, only saving volume data, not instance settings or OS details.
  • Snapshots are cost-efficient as they are incremental, making them useful for backing up important data like database volumes.
  • AMIs are full copies of EC2 instances, including the OS, volumes, apps, and settings, useful for recreating or scaling entire instances.
  • Volumes restored from snapshots can be slow initially, but enabling Fast Snapshot Restore pre-warms the data for faster performance at an extra cost.

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Medium

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Backup your OpenSearch indices with manual snapshots

  • Taking OpenSearch snapshots is essential to backup and restore data in case of indices deletion, destruction, or corruption in OpenSearch clusters.
  • To manually take snapshots, one needs admin access to the OpenSearch service API and must create a role allowing the service to write snapshots to an S3 bucket.
  • Creating a snapshot repository using an S3 bucket, checking for ongoing snapshots, and then taking a snapshot are crucial steps in the backup process.
  • After taking a snapshot, verifying its progress, restoring data indexes, and managing snapshots through AWS IAM permissions are recommended practices for data protection.

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Global Fintech Series

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Wealthfront Adds Experienced Advisor Michelle Wilson to Board of Directors

  • Michelle Wilson, an accomplished legal executive, has joined Wealthfront's Board of Directors, bringing over 25 years of experience advising startups like Okta, Pinterest, and Amazon.
  • Wilson's appointment adds valuable expertise to the board, which includes seasoned members such as Jason Kilar, Mike Volpi, Jaleh Bisharat, and Ken Goldman.
  • Wealthfront focuses on using software and automation to simplify financial management for consumers, with Wilson aiming to help the company expand its offerings for young professionals.
  • CEO David Fortunato expressed excitement about benefiting from Wilson's experience in helping startups scale and deliver value to clients, highlighting her potential contributions.
  • Wealthfront introduced new products in 2024, such as the Automated Bond Ladder and S&P 500 Direct, to enhance investment opportunities for clients and support financial growth.
  • The company aims to further expand its services to assist young professionals in key life events and financial milestones, aligning with its goal of long-term wealth creation for clients.
  • Wealthfront's tech-driven platform offers cash management, diversified ETF and bond investing, zero-commission stock investing, and low-cost loans to help investors grow their wealth efficiently.
  • The company has achieved significant milestones, surpassing $80 billion in total assets for over 1 million clients in the US, earning accolades for its financial apps and services.
  • Wealthfront's commitment to leveraging technology and automation to provide sophisticated financial solutions has positioned it as a leading financial platform for young professionals.
  • Wilson's appointment reflects Wealthfront's strategic focus on growth and innovation, signaling a positive trajectory for the company as it continues to enhance its offerings.

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Global Fintech Series

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EY Launches New Solution to Evolve and Accelerate Enterprise Operations With Sap S/4HANA Cloud

  • EY announced the launch of an Integrated Finance Managed Service solution to accelerate enterprise transformation by leveraging SAP cloud solutions.
  • The solution combines SAP S/4HANA Cloud with EY's industry experience to provide finance, HR, and other operational functions for high-growth businesses.
  • Integrated Finance Managed Services is designed to enable scalability, promote automation, enhance efficiency, and reduce technological burdens.
  • EY's collaboration with SAP aims to deliver better insights and drive better outcomes for customers by combining leading cloud technology with deep domain expertise.

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Medium

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From EC2 to EKS: How Application Deployment Has Evolved on AWS

  • Managing application deployments on AWS has evolved from using EC2 to EKS (Elastic Kubernetes Service).
  • In the scenario of deploying a website starting with a single EC2 instance and later managing multiple EC2 instances manually for different parts of the application, the process becomes cumbersome and inefficient.
  • Transitioning to EKS involves launching a Kubernetes cluster that automates the management of resources on EC2 instances, treating the infrastructure as a unified entity.
  • EKS with Kubernetes simplifies deployment by packaging services as Docker containers, allowing Kubernetes to efficiently allocate resources, handle failures, and enable automatic scaling.

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TechBullion

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Modernizing Data Platforms with Cloud and AI: A Path to Strategic Innovation

  • Organizations are increasingly turning to cloud computing and artificial intelligence (AI) to modernize their data platforms in the era of digital transformation.
  • The integration of AI with cloud technologies offers businesses opportunities for innovation, scalability, and operational efficiency in the face of growing data demands.
  • Modern cloud solutions combined with AI capabilities allow companies to enhance analytical capabilities, reduce costs, improve efficiency, and make data-driven decisions.
  • Challenges like security concerns, regulatory compliance, and legacy system complexity need to be addressed as organizations migrate to cloud and AI-integrated data platforms, requiring robust governance and upskilling of employees.

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Medium

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Demystifying AWS Global Infrastructure: A Simple Guide with Real-World Insights

  • AWS has 36 regions and 114 Availability Zones globally for high availability, scalability, and resilience.
  • Rovio leveraged AWS global infrastructure for cost-effective, flexible, and reliable backend, ensuring seamless gameplay experiences for users worldwide.
  • Liberty Latin America used AWS Local Zones and Outposts to achieve 99.999% availability, reducing latency and improving user experience for over a million subscribers in Puerto Rico.
  • Global Red migrated to AWS for handling data streams and real-time analytics, processing billions of events monthly, reducing costs, and improving response times for clients in Southeast Asia.

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Digitaltrends

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Microsoft Surface Laptop and Pro raise the price barrier for budget shoppers

  • Microsoft has updated its line of Surface computing machines, offering a new design language and higher prices for the Surface Pro and Laptop models.
  • The entry-level Surface Pro and Laptop models have been removed from the Microsoft online store, with prices now starting at $1,199.
  • The cost of entry for the 15-inch Surface Laptop has increased to $1,499, while the 256GB storage variant is currently out of stock.
  • Although you can no longer buy the 256GB storage variant of Surface Pro and Surface Laptop from Microsoft's website, the $999 models are still available through third-party sellers.

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Guardian

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‘Tone deaf’: US tech company responsible for global IT outage to cut jobs and use AI

  • Cybersecurity company CrowdStrike, known for causing a global IT outage, is cutting 500 jobs globally, citing AI efficiencies and market demand for growth.
  • The cuts are expected to incur up to US$53m in costs, with the company reporting a revenue of US$1bn for the fourth financial quarter of 2025.
  • Experts are skeptical about the timing of AI efficiencies being announced close to reduced revenue forecasts, highlighting pressure on companies to deliver on AI investments.
  • AI job replacements are seen as an unavoidable reality by experts, as automation is expected to impact jobs globally, with companies looking to AI to reduce workforces over time.

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Digitaltrends

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AI could soon speak dog and cat

  • Chinese tech giant Baidu has filed a patent for a system that aims to interpret vocal sounds, behavior, and physiological signals of animals through AI analysis.
  • The system is designed to enable cross-species communication and provide insights into the emotional state of pets rather than engage in full-fledged conversations.
  • Although the technology is still in the research stage, there have been previous attempts to translate animal noises, like using soundboards for dogs to express simple requests.
  • With AI technology progressing quickly, there is hope that innovations like Baidu's system could lead to a better understanding of animal communication.

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Medium

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5 Must-Read Case Studies for Cloud Architects

  • Netflix migrated its infrastructure to Amazon Web Services (AWS) for scalable streaming, with a case study available at https://aws.amazon.com/solutions/case-studies/netflix-case-study/.
  • LinkedIn streamlined operations by adopting Infrastructure as Code (IaC) with Terraform, serving millions of users, with a case study available at https://www.hashicorp.com/en/resources/enabling-infrastructure-as-code-at-linkedin.
  • Spotify's methodical migration to Google Cloud Platform (GCP) enabled managing a growing user base while fostering innovation, with a case study available at https://cloud.google.com/customers/spotify.
  • Dropbox undertook a rare reverse migration from the cloud to in-house hardware for its file storage service, detailed in a case study available at https://www.datacenterknowledge.com/cloud/dropbox-s-reverse-migration-from-cloud-to-own-data-centers-five-years-on.
  • Canva scaled with scalable microservices on the cloud for cost efficiency and reliability, with a case study available at https://aws.amazon.com/solutions/case-studies/canva-case-study/

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