Human-curated AI podcast for a lightweight technology discussion. I am a Network Engineer with two decades of experience working with Fortune 500 enterprise clients and tier 1 service providers. I also, operate a YouTube channel called SDN Tech Forum, where I share my knowledge and expertise on the latest networking technologies. My channel covers various topics, including Cisco SDA, SD-WAN,, Meraki, Thousandeyes, AWS, IoT, Cybersecurity, and more.
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AWS IoT Podcasts
Business Compass LLC is an AWS Advanced Consulting Partner and Well-Architected Partner. We have been recognized as APN Certification Distinction. We specialize in cloud migration, serverless solutions, AI/ML, IoT, DevOps, data and analytics, web development, media services, and Well-Architected Framework Reviews. We provide high-performance applications, scalable infrastructure, and cost-optimized deployments with expertise in Generative AI, Data Analytics, Live Streaming, Pay-Per-View, Vid ...
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AWS IoT Core effectively addresses various challenges, providing a comprehensive platform for seamless device connectivity, real-time data processing, and robust end-to-end security.
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Business Compass LLC is an AWS Advanced Consulting Partner and Well-Architected Partner. We have been recognized as APN Certification Distinction. We specialize in cloud migration, serverless solutions, AI/ML, IoT, DevOps, data and analytics, web development, media services, and Well-Architected Framework Reviews. We provide high-performance applications, scalable infrastructure, and cost-optimized deployments with expertise in Generative AI, Data Analytics, Live Streaming, Pay-Per-View, Vid ...
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Where Technology Meets the Real World
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Insightful audio from the global tech advisory firm.
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Welcome to the Security Weekly Podcast Network, your all-in-one source for the latest in cybersecurity! This feed features a diverse lineup of shows, including Application Security Weekly, Business Security Weekly, Paul's Security Weekly, Enterprise Security Weekly, and Security Weekly News. Whether you're a cybersecurity professional, business leader, or tech enthusiast, we cover all angles of the cybersecurity landscape. Tune in for in-depth panel discussions, expert guest interviews, and ...
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IoTA is the companion blog to the IoTA Podcast. IoTA is dedicated to the Internet of Things. The Podcast will review daily news stories in IoT and will conduct frequent companion episodes where we interview people who are in the IoT Industry.
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How will machine learning, AI, hybrid clouds, IOT, open source, edge computing, and many other innovations solve some of the world’s biggest challenges? Sit down with some of the most innovative minds in technology to learn how they are disrupting the present, and what kind of impact they foresee for the future. Hear from companies like Google, AWS, Intel, Red Hat, HPE, Dell and new, hot startups. Hosted by Avishai Sharlin, Division President of Amdocs Technology.
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Ingram Micro Cloud Benelux presents a bi-weekly IaaS podcast. In this podcast you’ll get the best, latest, and hottest IaaS updates. In every episode we’ll take a deep dive in one specific infrastructure-as-a-service subject with the best experts in the business.
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This is The Internet Report, a podcast uncovering what’s working and what’s breaking on the Internet—and why. Tune in to hear ThousandEyes’ Internet experts dig into some of the most interesting outage events from the past couple weeks, discussing what went awry—was it the Internet, or an application issue? Plus, learn about the latest trends in ISP outages, cloud network outages, collaboration network outages, and more.
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Want to be the first to know about new technology before it becomes mainstream? Whether you’re an IT professional, CIO, an investor in tech companies, or even a computer science student, this podcast will bring you the information you need to stay relevant and be successful in the tech industry from some of the top people and companies in the world. Episodes will feature topics such as IoT, cloud evolution, augmented reality, the future of artificial intelligence, improving ROI and more.
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All areas of an organization, even those still in the analog world, are being transformed by technology. This shift isn't just modernizing manual processes with digital tools, but changing the fabric of an organization to support a new way of thinking. So while it may be a buzzword, digital transformation is happening and we're here to unpack it with you. Between big ideas and tiny details is the ten thousand foot view. Join the technology consultants from Vervint as we discuss the changing ...
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Modern Enterprise Podcast is about the evolution of enterprises in the era of rapidly evolving technologies. In this podcast, we will talk about modern IT stacks, ML/AI, etc.. We will focus on helping end users understand the landscape and to help them figure out the right strategies needed for rapid innovation. Support this podcast: https://podcasters.spotify.com/pod/show/modernenterprise/support
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A podcast for enthusiasts interested in building great software products. Every episode,Subramani Jaisankar is joined by a guest to talk about product design, building scalable infrastructure, open Source, technology news and politics of technology
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Augustus De Morgan, Doordash, Fortiweb, Typosquatting, Vista, Ransomware, AI, More... - SWN #529
28:45
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28:45Augustus De Morgan, Doordash, Fortiweb, Typosquatting, Vista, Ransomware, AI, Josh, Rob, Aaran, Jason, Dr. Scott, Rocky, Uh., and More on this edition of the Security Weekly News. Visit https://www.securityweekly.com/swn for all the latest episodes! Show Notes: https://securityweekly.com/swn-529
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Automating RDS Credential Management with AWS Secrets Manager and IAM
13:41
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13:41Automating RDS Credential Management with AWS Secrets Manager and IAM https://knowledge.businesscompassllc.com/automating-rds-credential-management-with-aws-secrets-manager-and-iam/ Managing database credentials in AWS RDS doesn’t have to be a manual headache. AWS Secrets Manager combined with IAM roles can automate your RDS credential management w…
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Low-Latency Email on AWS: SES via Lambda (API vs SMTP Benchmark)
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20:32Low-Latency Email on AWS: SES via Lambda (API vs SMTP Benchmark) https://knowledge.businesscompassllc.com/low-latency-email-on-aws-ses-via-lambda-api-vs-smtp-benchmark/ Developers and DevOps engineers building email systems on AWS face a common challenge: choosing between SES API and SMTP methods for the fastest email delivery. This podcast breaks …
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Cloud Hosting Face-Off: AWS vs. DigitalOcean vs. Hostinger for Developers
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16:07Cloud Hosting Face-Off: AWS vs. DigitalOcean vs. Hostinger for Developers https://knowledge.businesscompassllc.com/cloud-hosting-face-off-aws-vs-digitalocean-vs-hostinger-for-developers/ Choosing the right cloud hosting provider can make or break your development projects. This comprehensive AWS vs DigitalOcean vs Hostinger comparison breaks down t…
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Deploying Nginx Automatically on AWS EC2 with Terraform and Ansible
19:48
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19:48Deploying Nginx Automatically on AWS EC2 with Terraform and Ansible https://knowledge.businesscompassllc.com/deploying-nginx-automatically-on-aws-ec2-with-terraform-and-ansible/ Manually setting up web servers on AWS gets old fast. Every time you need a new environment, you’re clicking through the console, SSH-ing into instances, and running the sa…
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Power-User Setup: Dotfiles, Themes, and Extensions for AWS Cloud9
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12:04Power-User Setup: Dotfiles, Themes, and Extensions for AWS Cloud9 https://knowledge.businesscompassllc.com/power-user-setup-dotfiles-themes-and-extensions-for-aws-cloud9/ AWS Cloud9 offers incredible flexibility, but most developers never tap into its full potential. This podcast shows experienced developers and DevOps engineers how to transform th…
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1
Understanding CTEs: Simplify Complex SQL Queries with Ease
13:47
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13:47Understanding CTEs: Simplify Complex SQL Queries with Ease https://knowledge.businesscompassllc.com/understanding-ctes-simplify-complex-sql-queries-with-ease/ Complex SQL queries can quickly turn into tangled messes that are hard to read, debug, and maintain. Common Table Expressions (CTEs) offer a clean solution that breaks down complicated logic …
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Zero-Downtime PostgreSQL Migration: DigitalOcean Managed DB to Aurora with DMS
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15:46Zero-Downtime PostgreSQL Migration: DigitalOcean Managed DB to Aurora with DMS https://knowledge.businesscompassllc.com/zero-downtime-postgresql-migration-digitalocean-managed-db-to-aurora-with-dms/ Migrating your PostgreSQL database from DigitalOcean Managed DB to AWS Aurora doesn’t have to mean downtime for your application. This podcast walks yo…
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Production-Ready AI Chat: DeepSeek Inference on AWS with Node.js & React Hooks
16:24
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16:24Production-Ready AI Chat: DeepSeek Inference on AWS with Node.js & React Hooks https://knowledge.businesscompassllc.com/production-ready-ai-chat-deepseek-inference-on-aws-with-node-js-react-hooks/ Building a production-ready AI chat application with DeepSeek on AWS doesn’t have to be overwhelming. This podcast walks you through creating a scalable …
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How to Access Private AWS EC2 Instances Without a Public IP
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13:10How to Access Private AWS EC2 Instances Without a Public IP https://knowledge.businesscompassllc.com/how-to-access-private-aws-ec2-instances-without-a-public-ip/ Need to connect to your AWS EC2 private instances without exposing them to the internet? You’re not alone. Many AWS administrators and DevOps engineers struggle with secure EC2 access meth…
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Modern Data Engineering in Action: ETL Pipeline with Airflow, Spark, and DynamoDB
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18:16Modern Data Engineering in Action: ETL Pipeline with Airflow, Spark, and DynamoDB https://knowledge.businesscompassllc.com/modern-data-engineering-in-action-etl-pipeline-with-airflow-spark-and-dynamodb/ Building a robust data engineering pipeline has become essential for organizations handling massive amounts of data daily. This podcast walks you t…
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This week: Minecraft on your lightbulb Sonicwall breached, who's next? Ditch Android, install Linux Hacking your face Thermostat freedom Pen test fails HackRF hacking times 2 Going around EDR Hackers in your printer Chinese data breach NFC relays and PCI Constructive construction hacks FlipperZero firmware update ICS, PLCs, and attacks Bayesian Swi…
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Optimizing Terraform/OpenTofu State Management for Speed, Reliability, and Scalability
15:11
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15:11Optimizing Terraform/OpenTofu State Management for Speed, Reliability, and Scalability https://knowledge.businesscompassllc.com/optimizing-terraform-opentofu-state-management-for-speed-reliability-and-scalability/ Terraform and OpenTofu state files can make or break your infrastructure automation. Poor terraform state management leads to slow deplo…
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Containerized API Development: Querying Real-Time Sports Schedules Made Simple
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16:47Containerized API Development: Querying Real-Time Sports Schedules Made Simple https://knowledge.businesscompassllc.com/containerized-api-development-querying-real-time-sports-schedules-made-simple/ Building sports applications that pull live game data can feel overwhelming, especially when you’re juggling different environments, dependencies, and …
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Implementing WebSocket Security with AWS Lambda Authorizers
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18:25Implementing WebSocket Security with AWS Lambda Authorizers https://knowledge.businesscompassllc.com/implementing-websocket-security-with-aws-lambda-authorizers/ WebSocket connections power real-time features in modern web applications, but securing these persistent connections requires a different approach than traditional REST APIs. WebSocket sec…
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Data Science in Action: How We Built a Winning Solution for the Absa Zindi Challenge
13:52
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13:52Data Science in Action: How We Built a Winning Solution for the Absa Zindi Challenge https://knowledge.businesscompassllc.com/data-science-in-action-how-we-built-a-winning-solution-for-the-absa-zindi-challenge/ This podcast is for data scientists, machine learning practitioners, and competition enthusiasts who want to see how real teams tackle chal…
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Managing DynamoDB Throttling: A Practical Guide to Batching and Adaptive Retry Strategies
19:04
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19:04Managing DynamoDB Throttling: A Practical Guide to Batching and Adaptive Retry Strategies https://knowledge.businesscompassllc.com/managing-dynamodb-throttling-a-practical-guide-to-batching-and-adaptive-retry-strategies/ DynamoDB throttling can bring your application to a crawl, frustrating users and costing your business money. When your database …
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Open Source SIEM Meets AWS: The Future of Scalable Cloud Security Analytics
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15:05Open Source SIEM Meets AWS: The Future of Scalable Cloud Security Analytics https://knowledge.businesscompassllc.com/open-source-siem-meets-aws-the-future-of-scalable-cloud-security-analytics/ Cloud security just got a major upgrade. Open source SIEM solutions are transforming how organizations protect their AWS environments, delivering enterprise-…
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Building High-Performance AWS Lambda Functions: Code, Cost, and Maintainability Explained
12:43
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12:43Building High-Performance AWS Lambda Functions: Code, Cost, and Maintainability Explained https://knowledge.businesscompassllc.com/building-high-performance-aws-lambda-functions-code-cost-and-maintainability-explained/ AWS Lambda functions can make or break your serverless application’s performance and budget. This podcast helps developers, DevOps …
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Automate WordPress Deployment on AWS with Terraform: From Dev to Production
30:03
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30:03Automate WordPress Deployment on AWS with Terraform: From Dev to Production https://knowledge.businesscompassllc.com/automate-wordpress-deployment-on-aws-with-terraform-from-dev-to-production/ Deploying WordPress manually across multiple environments is time-consuming and error-prone. This podcast shows you how to automate WordPress deployment on A…
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Optimizing Performance with AWS CloudFront: An In-Depth Technical Guide
17:02
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17:02Optimizing Performance with AWS CloudFront: An In-Depth Technical Guide https://knowledge.businesscompassllc.com/optimizing-performance-with-aws-cloudfront-an-in-depth-technical-guide/ AWS CloudFront can dramatically speed up your website and reduce costs, but only if you configure it correctly. Many developers and DevOps engineers struggle with ge…
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Building a Serverless Number FunFacts API with AWS Lambda, API Gateway, and DynamoDB
23:12
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23:12Building a Serverless Number FunFacts API with AWS Lambda, API Gateway, and DynamoDB https://knowledge.businesscompassllc.com/building-a-serverless-number-funfacts-api-with-aws-lambda-api-gateway-and-dynamodb/ Building APIs doesn’t have to mean managing servers, databases, and infrastructure headaches. This podcast walks you through creating a serv…
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Securing Model Context Protocol as Companies Plan to Replace Entry Roles with AI - Rahul Parwani - BSW #421
58:59
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58:59As AI revolutionizes how we work, it has created a new attack surface with new technologies. One of those new technologies is Model Context Protocol (MCP). MCP has emerged as the standard for connecting AI to external tools, but its flexibility has created security challenges. How do we secure MCP? Rahul Parwani, Head of Product, Security Solutions…
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Automating Redshift Maintenance: Run VACUUM and ANALYZE with Airflow
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15:30Automating Redshift Maintenance: Run VACUUM and ANALYZE with Airflow https://knowledge.businesscompassllc.com/automating-redshift-maintenance-run-vacuum-and-analyze-with-airflow/ Amazon Redshift performance starts to suffer when tables become bloated with deleted rows and outdated statistics. Redshift maintenance automation solves this problem by r…
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Generating and Managing SSL Certificates with AWS Certificate Manager
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20:33Generating and Managing SSL Certificates with AWS Certificate Manager https://knowledge.businesscompassllc.com/generating-and-managing-ssl-certificates-with-aws-certificate-manager/ SSL certificates secure your web applications, but managing them manually creates headaches with renewals, deployments, and monitoring. AWS Certificate Manager simplifi…
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Defend Your AWS Environment: Key Security Strategies and Configurations
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13:55Defend Your AWS Environment: Key Security Strategies and Configurations https://knowledge.businesscompassllc.com/defend-your-aws-environment-key-security-strategies-and-configurations/ AWS breaches cost companies millions in damages, data loss, and regulatory fines each year. This podcast targets cloud engineers, DevOps teams, and IT security profe…
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Manage Multiple AWS Accounts Without Switching Tabs: Multi-Session Access Explained
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19:41Manage Multiple AWS Accounts Without Switching Tabs: Multi-Session Access Explained https://knowledge.businesscompassllc.com/manage-multiple-aws-accounts-without-switching-tabs-multi-session-access-explained/ Managing multiple AWS accounts usually means juggling dozens of browser tabs or constantly logging in and out of the console. This creates a …
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How to Dockerize AWS CDK for Scalable Infrastructure as Code Development
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18:41How to Dockerize AWS CDK for Scalable Infrastructure as Code Development https://knowledge.businesscompassllc.com/how-to-dockerize-aws-cdk-for-scalable-infrastructure-as-code-development/ Managing AWS CDK projects across different environments often leads to dependency conflicts, version mismatches, and “works on my machine” problems. Dockerizing A…
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The Ultimate AWS S3 Deep Dive: Architecture, Features, and Best Practices
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20:52The Ultimate AWS S3 Deep Dive: Architecture, Features, and Best Practices https://knowledge.businesscompassllc.com/the-ultimate-aws-s3-deep-dive-architecture-features-and-best-practices/ Amazon S3 powers millions of websites and applications worldwide, but most developers only scratch the surface of what this cloud storage service can do. This podc…
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AWS Serverless Architecture: Building a File Upload Workflow Without EC2
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17:36AWS Serverless Architecture: Building a File Upload Workflow Without EC2 https://knowledge.businesscompassllc.com/aws-serverless-architecture-building-a-file-upload-workflow-without-ec2/ Building robust file upload systems used to mean spinning up EC2 instances and managing servers around the clock. AWS serverless architecture changes that game ent…
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Mastering AWS MLOps: Build, Automate, and Scale Your ML Pipeline
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17:16Mastering AWS MLOps: Build, Automate, and Scale Your ML Pipeline https://knowledge.businesscompassllc.com/mastering-aws-mlops-build-automate-and-scale-your-ml-pipeline/ Machine learning models sitting idle in notebooks won’t drive business value. You need AWS MLOps to move your models from development to production seamlessly.…
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Avoiding Production Nightmares: Infrastructure Design Best Practices You Must Know
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13:03Avoiding Production Nightmares: Infrastructure Design Best Practices You Must Know https://knowledge.businesscompassllc.com/avoiding-production-nightmares-infrastructure-design-best-practices-you-must-know/ Nothing ruins a good day like getting that dreaded 3 AM call about your production system being down. For DevOps engineers, system administrato…
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How to Automate Threat Detection and Mitigation with AWS WAF
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19:17How to Automate Threat Detection and Mitigation with AWS WAF https://knowledge.businesscompassllc.com/how-to-automate-threat-detection-and-mitigation-with-aws-waf/ Web attacks are getting smarter, and manual security monitoring just can’t keep up anymore. AWS WAF automation offers a powerful solution for security teams, DevOps engineers, and cloud …
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Miles, 10/8 time, Lost Phones, Whisper Leak, Quantum Route, AI Galore, Rob Allen... - Rob Allen - SWN #528
39:46
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39:46Miles Davis, Jimmy Buffet, 10/8 time, Lost Phones, Phishing, Whisper Leak, Quantum Route Redirect, AI Galore, Rob Allen, and more on the Security Weekly News. Segment Resources: https://www.bleepingcomputer.com/news/security/how-a-ransomware-gang-encrypted-nevada-governments-systems/ This segment is sponsored by ThreatLocker. Visit https://security…
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Ransomware, Defaults, and Proactive Defenses - Rob Allen - ASW #356
1:11:26
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1:11:26Just how bad can things get if someone clicks on a link? Rob Allen joins us again to talk about ransomware, why putting too much attention on clicking links misses the larger picture of effective defenses, and what orgs can do to prepare for an influx of holiday-infused ransomware targeting. Segment resources https://www.bleepingcomputer.com/news/s…
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Revolutionizing DevOps with AWS MCP Servers and Model Context Protocol
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16:45Revolutionizing DevOps with AWS MCP Servers and Model Context Protocol https://knowledge.businesscompassllc.com/revolutionizing-devops-with-aws-mcp-servers-and-model-context-protocol/ AWS MCP Servers and Model Context Protocol are changing how DevOps teams build, deploy, and manage applications in the cloud. This powerful combination brings smart a…
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The Beginner’s Survival Guide to AWS Project Management
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16:36The Beginner’s Survival Guide to AWS Project Management https://knowledge.businesscompassllc.com/the-beginners-survival-guide-to-aws-project-management/ Managing AWS projects can feel overwhelming when you’re just starting out. Cloud infrastructure, service configurations, and cost tracking create a steep learning curve that catches many project ma…
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How to Use AWS WAF to Protect Your Applications from SQL Injection and XSS
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14:59How to Use AWS WAF to Protect Your Applications from SQL Injection and XSS https://knowledge.businesscompassllc.com/how-to-use-aws-waf-to-protect-your-applications-from-sql-injection-and-xss/ Web applications face constant threats from hackers trying to exploit vulnerabilities through SQL injection and cross-site scripting (XSS) attacks. AWS WAF pr…
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Data Modeling in DynamoDB: Pros and Cons of Single vs Multi-Table Design
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17:17Data Modeling in DynamoDB: Pros and Cons of Single vs Multi-Table Design https://knowledge.businesscompassllc.com/data-modeling-in-dynamodb-pros-and-cons-of-single-vs-multi-table-design/ Choosing the right DynamoDB data modeling approach can make or break your application’s performance and your AWS bill. This podcast breaks down the critical decisi…
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How to Launch, Secure, and Scale Your Website on AWS
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15:15How to Launch, Secure, and Scale Your Website on AWS https://knowledge.businesscompassllc.com/how-to-launch-secure-and-scale-your-website-on-aws/ Building a website on AWS gives you enterprise-level infrastructure without the enterprise price tag. This podcast walks developers, small business owners, and anyone ready to move beyond basic shared hos…
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DevOps Release Management Explained: Lifecycle Stages, Tools, and Best Practices
15:57
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15:57DevOps Release Management Explained: Lifecycle Stages, Tools, and Best Practices https://knowledge.businesscompassllc.com/devops-release-management-explained-lifecycle-stages-tools-and-best-practices/ DevOps release management is the backbone of successful software delivery, controlling how code moves from development to production while keeping qu…
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Building Safer Kubernetes Pipelines: Admission Controllers and Webhooks Explained
20:29
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20:29Building Safer Kubernetes Pipelines: Admission Controllers and Webhooks Explained https://knowledge.businesscompassllc.com/building-safer-kubernetes-pipelines-admission-controllers-and-webhooks-explained/ Kubernetes clusters face constant security threats, especially when CI/CD pipelines deploy workloads without proper validation. Kubernetes admiss…
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Automating Model Management and Deployment with MLflow on Databricks
22:01
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22:01Automating Model Management and Deployment with MLflow on Databricks https://knowledge.businesscompassllc.com/automating-model-management-and-deployment-with-mlflow-on-databricks/ Managing machine learning models in production can quickly become overwhelming without the right tools and processes. This podcast shows data scientists, ML engineers, an…
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Advanced RAG Architecture: Building Agentic Pipelines for Complex Problem Solving
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15:14Advanced RAG Architecture: Building Agentic Pipelines for Complex Problem Solving https://knowledge.businesscompassllc.com/advanced-rag-architecture-building-agentic-pipelines-for-complex-problem-solving/ Traditional RAG systems work well for simple question-answering, but they fall short when tackling multi-step reasoning and complex decision-maki…
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Monitor, Analyze, and Save: Building AWS Cost Dashboards That Drive Efficiency
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17:13Monitor, Analyze, and Save: Building AWS Cost Dashboards That Drive Efficiency https://knowledge.businesscompassllc.com/monitor-analyze-and-save-building-aws-cost-dashboards-that-drive-efficiency/ AWS costs can spiral out of control fast when you’re not watching them closely. Many engineering teams, DevOps professionals, and cloud administrators di…
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OT Security Doesn't Have to be a Struggle, Spotting Red Flags, Enterprise News - Joshua Hay, Todd Peterson - ESW #432
1:38:17
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1:38:17Segment 1: OT Security Doesn’t Have to be a Struggle OT/ICS/SCADA systems are often off limits to cybersecurity folks, and exempt from many controls. Attackers don’t care how fragile these systems are, however. For attackers aiming to disrupt operations, fragile but critical systems fit criminals’ plans nicely. In this interview, we discuss the cha…
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Deploying a Production-Grade Prometheus and Grafana Stack on Kubernetes
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20:01Deploying a Production-Grade Prometheus and Grafana Stack on Kubernetes https://knowledge.businesscompassllc.com/deploying-a-production-grade-prometheus-and-grafana-stack-on-kubernetes/ Setting up reliable Kubernetes monitoring isn’t just nice to have—it’s essential for keeping your applications healthy and your users happy. When your production wo…
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System Design Secrets: How Big Tech Handles Double Booking Without Breaking
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15:51System Design Secrets: How Big Tech Handles Double Booking Without Breaking https://knowledge.businesscompassllc.com/system-design-secrets-how-big-tech-handles-double-booking-without-breaking/ Double booking disasters can sink a tech company’s reputation overnight. When Airbnb accidentally lets two guests book the same room or when concert ticketin…
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Designing an MCP Server: Schemas, Capabilities, and Error Handling
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14:18Designing an MCP Server: Schemas, Capabilities, and Error Handling https://knowledge.businesscompassllc.com/designing-an-mcp-server-schemas-capabilities-and-error-handling/ Building an MCP server requires careful attention to schema design patterns, server capabilities implementation, and error handling best practices to create reliable application…
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Real-World Terraform: Automating an AWS VPC the Right Way
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29:49Real-World Terraform: Automating an AWS VPC the Right Way https://knowledge.businesscompassllc.com/real-world-terraform-automating-an-aws-vpc-the-right-way/ Setting up AWS infrastructure manually through the console is time-consuming and error-prone. DevOps engineers, cloud architects, and infrastructure teams need a reliable way to build and manag…
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