Siete

siete

Welcome to another series of HackerNoon Startups of the Week!! Each week, the HackerNoon team showcases a list of startups from our Startups of The Year database. All these startups have been nominated as one of the best in their respective category or region. This week, we’re pleased to bring you Siete, Ateios Systems, and Generation Girl as Startups of the Week! Want to be nominated for HackerNoon’s Startups of The Year? Learn how here. Meet The Startups Of The Week Siete Siete is a B2B lead generation agency that specializes in helping businesses connect with qualified prospects through a data-driven, multi-channel approach. They aim to streamline the prospecting process, delivering high-quality leads that drive sales and growth for our clients across various industries. Siete has achieved remarkable product-market fit, scaling to over 8 countries—boasting 4.5x revenue growth, a stellar 4.8/5 client satisfaction score, and a 6x increase in headcount between 2023 and 2024. Based in Mexico City, Siete was nominated as one of the best startups, and it has been nominated across multiple industries: Business Development, Consulting, and Leadership. Support Siete - Vote here! Ateios Systems Ateios Systems is revolutionizing battery manufacturing through innovative electrode production techniques that significantly enhance manufacturing speed, reduce carbon footprints, and minimize the space required for gigafactories. Committed to excellence, growth, and efficiency, Ateios delivers advanced battery, materials, and software solutions, fostering a collaborative and goal-oriented work environment. Ateios System is recognized as one of the best startups in Bloomington, Indiana, and is currently competing in the following industries: Electronic, Open Source, and Hardware. Support Ateios Systems - Vote here! Generation Girl Yayasan Generasi Maju Berkarya (Generation Girl) is an organization that aims to empower underrepresented communities with skills and resources to create a more just and equitable education system in Indonesia. Jakarta-based co-founders Anbita Nadine Siregar and Tania Soerianto have partnered with industry leaders like Tokopedia, Google, and Microsoft, they provide classes on essential skills such as coding and web design. Their efforts have reached over 20,000 students through holiday programs, and they've further expanded their impact by launching a mentoring program, and successfully running 50 boot camps for over 1,000 teachers. Generation Girl has been nominated as one of the best startups in Jakarta, Indonesia, and across three industries: Non-profit, Leadership, and Productivity. Support Generation Girl - Vote here! Featured Interview of The Week All Startups of the Year nominees get a chance to publish their free interview where they get an opportunity to share their journey with millions of tech enthusiasts. If you are nominated, create your business page on HackerNoon, and pick from one of our interview templates here to make the most of your free Startups of the Year interview. Today, we’ll focus on the AI Interview Template. Showcase your innovative contributions to the AI space, from the inspiration behind your venture to the unique value you bring to solving complex problems. Highlight the challenges you've faced in developing cutting-edge AI solutions, how you’ve addressed issues like ethical concerns and scalability, and your strategies for staying ahead in this rapidly evolving field. Finish by sharing your vision for the future of AI and why your startup deserves recognition in the Startups of the Year awards! https://hackernoon.com/meet-siete-startups-of-the-year-2024-nominee?embedable=true Here’s a quote from Siete featured in their published interview, telling us why they decided to participate in Startups of The Year: Participating in HackerNoon’s Startups of The Year is an incredible opportunity for us to showcase the hard work and dedication that our team puts into building a service that truly adds value. It’s also a chance to gain visibility in the global startup ecosystem and connect with other innovative companies. Winning this recognition would solidify our position as a leader in the B2B lead generation space, while also opening new doors for growth and collaboration. Want to be featured on HackerNoon’s Startups of the Week? Share your startup's story - use this interview template. Featured Startup Specials Package HackerNoon’s Startups of The Year offers an incredible branding opportunity for your startup. Whether you're looking for brand awareness or lead generation, we offer startup-friendly packages to boost your marketing efforts. Explore our Lead Generation package, which delivers 1M impressions through the HackerNoon Newsletter! With this package, you’ll receive: 4 Total Newsletters Sent: 325,000 per send (85% of subscribers reside in the US)

Open Rate: 13% - 15%
Click-to-Open Rate: 13.61%
Sample: Here


Your Evergreen Tech Company News Page Learn more about this package here or book a meeting with us! That’s all we have for you today, folks! Cheers, The HackerNoon Team About HackerNoon’s Startups of The Year Startups of The Year 2024 is HackerNoon’s flagship community-driven event celebrating startups, technology, and the spirit of innovation. Currently in its third iteration, the prestigious Internet award recognizes and celebrates tech startups of all shapes and sizes. This year, over 150,000 entities across 4200+ cities, 6 continents, and 100+ industries will participate in a bid to be crowned the best startup of the year! Millions of votes have been cast over the past few years, and many stories have been written about these daring and rising startups. Visit our FAQ page to learn more. Download our design assets here. Check out the Startups of the Year Merch Shop here. HackerNoon’s Startups of The Year is a branding opportunity unlike any other. Whether your goal is brand awareness or lead generation, HackerNoon has curated startup-friendly packages to solve your marketing challenges. Meet our sponsors: Wellfound: Join the #1 global, startup-focused community. At Wellfound, we're not just a job board—we're the place where top startup talent and the world's most exciting companies connect to build the future. Hubspot: If you’re looking for a smart CRM platform that meets the needs of small businesses, look no further than HubSpot. Seamlessly connect your data, teams and customers in one easy-to-use scalable platform that grows with your business. Get started for free. Notion: Notion is trusted and loved by thousands of startups as their connected workspace—from building product roadmaps to tracking fundraising. Try Notion with unlimited AI, FREE for up to 6 months, to build and scale your company with one powerful tool. Get your offer now! Algolia: Algolia NeuralSearch is the world's only AI end-to-end Search and Discovery Platform combining powerful keyword and natural language processing in a single API. Welcome to another series of HackerNoon Startups of the Week!! Welcome to another series of HackerNoon Startups of the Week!! Each week, the HackerNoon team showcases a list of startups from our Startups of The Year database . All these startups have been nominated as one of the best in their respective category or region. Startups of The Year database This week, we’re pleased to bring you Siete , Ateios Systems , and Generation Girl as Startups of the Week! Siete Ateios Systems Generation Girl Want to be nominated for HackerNoon’s Startups of The Year? Learn how here. Want to be nominated for HackerNoon’s Startups of The Year? Learn how here. Want to be nominated for HackerNoon’s Startups of The Year? Learn how here . here Meet The Startups Of The Week Meet The Startups Of The Week Siete Siete Siete Siete is a B2B lead generation agency that specializes in helping businesses connect with qualified prospects through a data-driven, multi-channel approach. They aim to streamline the prospecting process, delivering high-quality leads that drive sales and growth for our clients across various industries. Siete has achieved remarkable product-market fit, scaling to over 8 countries—boasting 4.5x revenue growth, a stellar 4.8/5 client satisfaction score, and a 6x increase in headcount between 2023 and 2024. Based in Mexico City, Siete was nominated as one of the best startups, and it has been nominated across multiple industries: Business Development , Consulting , and Leadership . Mexico City, Business Development Consulting Leadership Support Siete - Vote here! Support Siete - Vote here! Support Siete - Vote here ! here Ateios Systems Ateios Systems Ateios Systems Ateios Systems is revolutionizing battery manufacturing through innovative electrode production techniques that significantly enhance manufacturing speed, reduce carbon footprints, and minimize the space required for gigafactories. Committed to excellence, growth, and efficiency, Ateios delivers advanced battery, materials, and software solutions, fostering a collaborative and goal-oriented work environment. Ateios System is recognized as one of the best startups in Bloomington, Indiana , and is currently competing in the following industries: Electronic , Open Source , and Hardware . Bloomington, Indiana Electronic Open Source Hardware Support Ateios Systems - Vote here! Support Ateios Systems - Vote here! Support Ateios Systems - Vote here ! here Generation Girl Generation Girl Generation Girl Yayasan Generasi Maju Berkarya (Generation Girl) is an organization that aims to empower underrepresented communities with skills and resources to create a more just and equitable education system in Indonesia. Jakarta-based co-founders Anbita Nadine Siregar and Tania Soerianto have partnered with industry leaders like Tokopedia, Google, and Microsoft, they provide classes on essential skills such as coding and web design. Their efforts have reached over 20,000 students through holiday programs, and they've further expanded their impact by launching a mentoring program, and successfully running 50 boot camps for over 1,000 teachers. Anbita Nadine Siregar and Tania Soerianto Generation Girl has been nominated as one of the best startups in J akarta, Indonesia , and across three industries: Non-profit, Leadership , and Productivity . akarta, Indonesia Non-profit, Leadership Productivity Support Generation Girl - Vote here! Support Generation Girl - Vote here! Support Generation Girl - Vote here ! here Featured Interview of The Week Featured Interview of The Week All Startups of the Year nominees get a chance to publish their free interview where they get an opportunity to share their journey with millions of tech enthusiasts. If you are nominated, create your business page on HackerNoon , and pick from one of our interview templates here to make the most of your free Startups of the Year interview. create your business page on HackerNoon create your business page on HackerNoon here Startups of the Year Today, we’ll focus on the AI Interview Template . Showcase your innovative contributions to the AI space, from the inspiration behind your venture to the unique value you bring to solving complex problems. Highlight the challenges you've faced in developing cutting-edge AI solutions, how you’ve addressed issues like ethical concerns and scalability, and your strategies for staying ahead in this rapidly evolving field. Finish by sharing your vision for the future of AI and why your startup deserves recognition in the Startups of the Year awards! AI Interview Template https://hackernoon.com/meet-siete-startups-of-the-year-2024-nominee?embedable=true https://hackernoon.com/meet-siete-startups-of-the-year-2024-nominee?embedable=true Here’s a quote from Siete featured in their published interview, telling us why they decided to participate in Startups of The Year: Here’s a quote from Siete featured in their published interview , telling us why they decided to participate in Startups of The Year: Siete published interview Participating in HackerNoon’s Startups of The Year is an incredible opportunity for us to showcase the hard work and dedication that our team puts into building a service that truly adds value. It’s also a chance to gain visibility in the global startup ecosystem and connect with other innovative companies. Winning this recognition would solidify our position as a leader in the B2B lead generation space, while also opening new doors for growth and collaboration. Participating in HackerNoon’s Startups of The Year is an incredible opportunity for us to showcase the hard work and dedication that our team puts into building a service that truly adds value. It’s also a chance to gain visibility in the global startup ecosystem and connect with other innovative companies. Winning this recognition would solidify our position as a leader in the B2B lead generation space, while also opening new doors for growth and collaboration. Want to be featured on HackerNoon’s Startups of the Week? Share your startup's story - use this interview template. Want to be featured on HackerNoon’s Startups of the Week? Share your startup's story - use this interview template. Want to be featured on HackerNoon’s Startups of the Week? Share your startup's story - use this interview template . use this interview template use this interview template Featured Startup Specials Package Featured Startup Specials Package HackerNoon’s Startups of The Year offers an incredible branding opportunity for your startup. Whether you're looking for brand awareness or lead generation, we offer startup-friendly packages to boost your marketing efforts. startup-friendly packages Explore our Lead Generation package, which delivers 1M impressions through the HackerNoon Newsletter! Explore our Lead Generation package, which delivers 1M impressions through the HackerNoon Newsletter! Lead Generation With this package, you’ll receive: With this package, you’ll receive: 4 Total Newsletters Sent: 325,000 per send (85% of subscribers reside in the US)

Open Rate: 13% - 15%
Click-to-Open Rate: 13.61%
Sample: Here Your Evergreen Tech Company News Page 4 Total Newsletters Sent: 325,000 per send (85% of subscribers reside in the US) Open Rate: 13% - 15%
Click-to-Open Rate: 13.61%
Sample: Here Open Rate: 13% - 15% Click-to-Open Rate: 13.61% Sample: Here Open Rate: 13% - 15% Click-to-Open Rate: 13.61% Sample: Here Here Your Evergreen Tech Company News Page Evergreen Tech Company News Page Learn more about this package here or book a meeting with us! Learn more about this package here or book a meeting with us! Learn more about this package here or book a meeting with us ! here here book a meeting with us book a meeting with us That’s all we have for you today, folks! Cheers, The HackerNoon Team About HackerNoon’s Startups of The Year Startups of The Year 2024 is HackerNoon’s flagship community-driven event celebrating startups, technology, and the spirit of innovation. Currently in its third iteration, the prestigious Internet award recognizes and celebrates tech startups of all shapes and sizes. This year, over 150,000 entities across 4200+ cities, 6 continents, and 100+ industries will participate in a bid to be crowned the best startup of the year! Millions of votes have been cast over the past few years, and many stories have been written about these daring and rising startups. Startups of The Year 2024 many stories Visit our FAQ page to learn more. FAQ Download our design assets here . here Check out the Startups of the Year Merch Shop here . here HackerNoon’s Startups of The Year is a branding opportunity unlike any other. Whether your goal is brand awareness or lead generation, HackerNoon has curated startup-friendly packages to solve your marketing challenges. startup-friendly packages Meet our sponsors: Meet our sponsors: Wellfound: Join the #1 global, startup-focused community . At Wellfound, we're not just a job board—we're the place where top startup talent and the world's most exciting companies connect to build the future. Wellfound: Join the #1 global, startup-focused community Hubspot: If you’re looking for a smart CRM platform that meets the needs of small businesses, look no further than HubSpot. Seamlessly connect your data, teams and customers in one easy-to-use scalable platform that grows with your business. Get started for free . Hubspot: Get started for free Notion: Notion is trusted and loved by thousands of startups as their connected workspace—from building product roadmaps to tracking fundraising. Try Notion with unlimited AI, FREE for up to 6 months , to build and scale your company with one powerful tool. Get your offer now ! Notion: Try Notion with unlimited AI, FREE for up to 6 months Get your offer now ! Algolia : Algolia NeuralSearch is the world's only AI end-to-end Search and Discovery Platform combining powerful keyword and natural language processing in a single API. Algolia AI end-to-end Search and Discovery Platform

Meet Siete, Ateios Systems & Generation Girl: HackerNoon Startups of the Week

Upoznajte Siete, Ateios Systems & Generation Girl: HackerNoon startupi sedmice

Coneix Siete, Ateios Systems & Generation Girl: HackerNoon Startups de la setmana

Conoce a Siete, Ateios Systems y Generation Girl: las startups de la semana de HackerNoon

הכירו את Siete, Ateios Systems & Generation Girl: סטארט-אפ השבוע של HackerNoon

Siete、Ateios Systems、Generation Girl のご紹介: HackerNoon の今週のスタートアップ

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พบกับ Siete, Ateios Systems และ Generation Girl: สตาร์ทอัพแห่งสัปดาห์ของ HackerNoon

Hey Hackers, Siete has been nominated in HackerNoon's annual Startups of The Year awards in Mexico. Please vote for us here: https://hackernoon.com/startups/industry/business-development?stup=66f31bf46ea4677e23db4fd2&embedable=true Read more about us below to understand why we deserve your vote. Meet Siete Siete is a B2B lead generation agency that specializes in helping businesses connect with qualified prospects through a data-driven, multi-channel approach. We streamline the prospecting process, delivering high-quality leads that drive sales and growth for our clients across various industries. Our goal is simple: to help companies achieve scalable, consistent growth by taking the pain out of lead generation. How Siete achieved product-market fit At Siete, we know we have achieved product-market-fit because in two years we have scale to more than 8 countries growing 30% MoM in revenue and new clients with little to none churn. All of that 100% bootstrapped. 4.5x Growth on Revenue (2023 vs 2024).
3x Growth on EBITDA (2023 vs 2024).
4.8/5 of client Satisfaction.
6x Growth on Headcount. The evolution of Siete Building Siete has been a journey of continuous iteration. We started with a simple model of lead generation with a flat fee and now we have two huge services (Staff Augmentation for comercial teams and Lead Generation 360). Both services are for different targets of companies and different budgets.
We were only serving enterprise clients with our lead gen 360 service and a lot of smaller companies where talking with us because they also needed a similar service but more flexible and thats why we launched staffing. Today staffing is 40% of Siete's revenue and growing rapidly.
Our clients’ feedback has been instrumental in shaping our priorities. For example, many businesses expressed a need for deeper analytics and reporting, which led us to develop more robust tracking and performance monitoring tools. Listening to our clients has helped us stay agile and adaptable. Milestones and achievements Generating over 10,000 qualified leads for our clients in the last year.
Expanding our team and operations to serve clients in over eight countries.
Being recognized as one of the top agencies for B2B lead generation in Latam. Lessons learned One of our biggest challenges has been navigating the rapidly changing landscape of digital marketing and prospecting. Early on, we learned the importance of diversifying our lead generation strategies and staying ahead of emerging trends. Adapting quickly has been essential for our success, and the lesson we’ve learned is to always keep innovating, especially when the market shifts. What Startups of The Year means to us Participating in HackerNoon’s Startups of The Year is an incredible opportunity for us to showcase the hard work and dedication that our team puts into building a service that truly adds value. It’s also a chance to gain visibility in the global startup ecosystem and connect with other innovative companies. Winning this recognition would solidify our position as a leader in the B2B lead generation space, while also opening new doors for growth and collaboration. Conclusion At Siete, we’re passionate about helping businesses grow by connecting them with the right opportunities. Our journey has been one of relentless focus on results and constant evolution based on feedback and market needs. We’re thrilled to be nominated, and with your support, we can take our next big step forward. Vote for us today! Welcome to HackerNoon’s Startups of The Year 2024 interview series, spotlighting startups from around the world that are changing the way we live, one solution at a time. If you’ve been nominated, create a brand profile and answer these questions here.
Want to nominate a startup? Follow the steps here.Looking for inspiration? Check out how other startups responded to last year’s Startups of The Year interview questions and examples of company responses here, here, and here. Hey Hackers, Siete has been nominated in HackerNoon's annual Startups of The Year awards in Mexico. Please vote for us here: Please vote for us here: https://hackernoon.com/startups/industry/business-development?stup=66f31bf46ea4677e23db4fd2&embedable=true https://hackernoon.com/startups/industry/business-development?stup=66f31bf46ea4677e23db4fd2&embedable=true Read more about us below to understand why we deserve your vote. Meet Siete Siete is a B2B lead generation agency that specializes in helping businesses connect with qualified prospects through a data-driven, multi-channel approach. We streamline the prospecting process, delivering high-quality leads that drive sales and growth for our clients across various industries. Our goal is simple: to help companies achieve scalable, consistent growth by taking the pain out of lead generation. How Siete achieved product-market fit At Siete, we know we have achieved product-market-fit because in two years we have scale to more than 8 countries growing 30% MoM in revenue and new clients with little to none churn. All of that 100% bootstrapped. 4.5x Growth on Revenue (2023 vs 2024). 3x Growth on EBITDA (2023 vs 2024). 4.8/5 of client Satisfaction. 6x Growth on Headcount. 4.5x Growth on Revenue (2023 vs 2024). 3x Growth on EBITDA (2023 vs 2024). 4.8/5 of client Satisfaction. 6x Growth on Headcount. The evolution of Siete Building Siete has been a journey of continuous iteration. We started with a simple model of lead generation with a flat fee and now we have two huge services (Staff Augmentation for comercial teams and Lead Generation 360). Both services are for different targets of companies and different budgets. We were only serving enterprise clients with our lead gen 360 service and a lot of smaller companies where talking with us because they also needed a similar service but more flexible and thats why we launched staffing. Today staffing is 40% of Siete's revenue and growing rapidly. Our clients’ feedback has been instrumental in shaping our priorities. For example, many businesses expressed a need for deeper analytics and reporting, which led us to develop more robust tracking and performance monitoring tools. Listening to our clients has helped us stay agile and adaptable. Building Siete has been a journey of continuous iteration. We started with a simple model of lead generation with a flat fee and now we have two huge services (Staff Augmentation for comercial teams and Lead Generation 360). Both services are for different targets of companies and different budgets. We were only serving enterprise clients with our lead gen 360 service and a lot of smaller companies where talking with us because they also needed a similar service but more flexible and thats why we launched staffing. Today staffing is 40% of Siete's revenue and growing rapidly. Our clients’ feedback has been instrumental in shaping our priorities. For example, many businesses expressed a need for deeper analytics and reporting, which led us to develop more robust tracking and performance monitoring tools. Listening to our clients has helped us stay agile and adaptable. Milestones and achievements Generating over 10,000 qualified leads for our clients in the last year. Expanding our team and operations to serve clients in over eight countries. Being recognized as one of the top agencies for B2B lead generation in Latam. Generating over 10,000 qualified leads for our clients in the last year. Expanding our team and operations to serve clients in over eight countries. Being recognized as one of the top agencies for B2B lead generation in Latam. Lessons learned One of our biggest challenges has been navigating the rapidly changing landscape of digital marketing and prospecting. Early on, we learned the importance of diversifying our lead generation strategies and staying ahead of emerging trends. Adapting quickly has been essential for our success, and the lesson we’ve learned is to always keep innovating, especially when the market shifts. One of our biggest challenges has been navigating the rapidly changing landscape of digital marketing and prospecting. Early on, we learned the importance of diversifying our lead generation strategies and staying ahead of emerging trends. Adapting quickly has been essential for our success, and the lesson we’ve learned is to always keep innovating, especially when the market shifts. What Startups of The Year means to us Participating in HackerNoon’s Startups of The Year is an incredible opportunity for us to showcase the hard work and dedication that our team puts into building a service that truly adds value. It’s also a chance to gain visibility in the global startup ecosystem and connect with other innovative companies. Winning this recognition would solidify our position as a leader in the B2B lead generation space, while also opening new doors for growth and collaboration. Participating in HackerNoon’s Startups of The Year is an incredible opportunity for us to showcase the hard work and dedication that our team puts into building a service that truly adds value. It’s also a chance to gain visibility in the global startup ecosystem and connect with other innovative companies. Winning this recognition would solidify our position as a leader in the B2B lead generation space, while also opening new doors for growth and collaboration. Conclusion At Siete, we’re passionate about helping businesses grow by connecting them with the right opportunities. Our journey has been one of relentless focus on results and constant evolution based on feedback and market needs. We’re thrilled to be nominated, and with your support, we can take our next big step forward. Vote for us today! Vote for us today ! Vote for us today Welcome to HackerNoon’s Startups of The Year 2024 interview series, spotlighting startups from around the world that are changing the way we live, one solution at a time. If you’ve been nominated, create a brand profile and answer these questions here. Want to nominate a startup? Follow the steps here. Looking for inspiration? Check out how other startups responded to last year’s Startups of The Year interview questions and examples of company responses here, here, and here. Welcome to HackerNoon’s Startups of The Year 2024 interview series, spotlighting startups from around the world that are changing the way we live, one solution at a time. If you’ve been nominated, create a brand profile and answer these questions here . Startups of The Year 2024 create a brand profile create a brand profile create a brand profile here here Want to nominate a startup? Follow the steps here . here here Looking for inspiration? Check out how other startups responded to last year’s Startups of The Year interview questions and examples of company responses here, here, and here. Looking for inspiration? Check out how other startups responded to last year’s Startups of The Year interview questions and examples of company responses here , here , and here . last year’s Startups of The Year interview questions last year’s Startups of The Year interview questions here here here here here here

Meet Siete, Startups of the Year 2024 Nominee

After spending over a decade, on the frontlines of building data and analytics platforms for small and large enterprises, I’ve witnessed firsthand the intricate dance of people, processes, and technology. From data engineers and scientists to the tools of cloud computing and machine learning, I’ve been deeply entrenched in the world of data. Yet, despite our best efforts and sophisticated approaches, a persistent question haunted me: Why does the journey from raw data to actionable business insights remain so arduously slow? The Catalyst of Discontent My career has been a rich tapestry of experiences, crafting data solutions and steering data monetization initiatives. Yet, beneath this tapestry lay a current of discontent. The speed and efficacy with which we turned data into business insights never quite matched my vision. This restlessness spurred me to look beyond conventional methodologies. Reimagining Analytics with AI The pivot point came when I began reimagining the entire lifecycle of actionable insights generation →Business Problem translation to Analytics Problem to Analytics Solution to Business Solution. How could we not just improve but revolutionize each step from raw data to insightful, actionable intelligence? The answer, I realized, lay in harnessing the power of Artificial Intelligence and embedding it in every stage of the lifecycle. A Seven-Step Vision Unfolds It all starts with transforming raw data into a comprehensible, searchable format. This isn’t just about data; it’s about creating a language that bridges the gap between data and those who seek its wisdom, the business users. Heuristics (existing nomenclature, data profile etc) derived from technical metadata coupled with industry, domain and business usage is fed as a prompt to Large Language Models to automate business glossary generation. Transmuting Data into Understanding: Through AI, I envisioned a model where data isn’t just stored but interconnected in meaningful ways, mirroring the human understanding of information networks. Reimagining the enterprise data ecosystem as ontologies and making it work just like the semantic web. While this retains the truth of relationships amongst your data assets, it eradicates the need for traditional data pipelines. The Birth of the Semantic Data Model: — Here, AI helps in harnessing the business intelligence of subject matter experts, evolving a dynamic repository, rich with industry-specific insights and business terminologies. This catalog is not static; it grows and adapts, much like our own understanding of emerging patterns/factors impacting business metrics. The Analytics Catalog A Repository of Business Concepts and associated Analysis Angles: Employing Large Language Models (LLMs), I saw the potential to translate complex business queries into precise analytics requirements (Business Concepts and associated analysis angle selection resulting in identification of dimensions and measures), bridging the world of business with the realm of data. Conversing in the Language of Business: Identifying the exact data needed for specific business inquiries is like finding a needle in a haystack. The semantic model and output of step 4 fed as context to AI, changes this, making the search accurate and efficient. Pinpointing Data with Surgical Precision: Leveraging LLMs with the context of step 5, to generate federated SQL and Python codes is a game-changer, reducing manual effort and accelerating the journey from question to insight. However, the generated codes should undergo syntactical, logical, and security validation to ensure compliance with enterprise standards. Automating Code Generation: The final step is about delivering insights in a clear, understandable format, directly responding to the initial query. It’s here that the magic happens — data turning into decisions. Depiction of the data in the form of visualizations and prescriptive insights. From Code to Clarity: The Journey Continues What started as a journey to expedite data to decisions journey, has become a personal mission to redefine the landscape of business analytics. With AI, I’m not just streamlining processes; I’m creating a new paradigm where data analytics is as intuitive as a conversation, as accessible as a simple query, and as dynamic as the ever-evolving landscape of business. Also published here.

Revolutionizing Data Analytics with AI: A Seven-Step Odyssey 

AI এর সাথে ডেটা অ্যানালিটিক্সের বিপ্লব: একটি সাত-পদক্ষেপ ওডিসি

Revolutionierung der Datenanalyse mit KI: Eine Odyssee in sieben Schritten

Revolucionando el análisis de datos con IA: una odisea en siete pasos

Révolutionner l'analyse des données avec l'IA : une odyssée en sept étapes

एआई के साथ डेटा एनालिटिक्स में क्रांति: एक सात-चरणीय ओडिसी

AI によるデータ分析の革命: 7 段階の冒険

AI를 통한 데이터 분석 혁신: 7단계 여정

Revolucionando a análise de dados com IA: uma odisséia em sete etapas

Революция в аналитике данных с помощью искусственного интеллекта: одиссея из семи шагов

Yapay Zeka ile Veri Analitiğinde Devrim Yaratmak: Yedi Adımlı Bir Macera

Cách mạng hóa phân tích dữ liệu với AI: Cuộc phiêu lưu bảy bước

利用人工智能彻底改变数据分析：七步奥德赛

Historically, people with disabilities have faced significant barriers to using their right to vote. In the digital age, online voter registration platforms must provide users with high-level accessibility access. High accessibility standards are not optional — they are vital to making democracy work for everyone. However, accessibility barriers could create difficulties for people with disabilities, from registering to vote independently and efficiently to preventing them from casting their votes. A recent report from the Rutgers Program for Disability Research estimated that about 40 million people with disabilities were eligible to vote in 2024. So, the absence of their voting could result in different election outcomes. A recent report, "The State of Web Accessibility for U.S. Voters with Disabilities," by QAwerk, a software testing company, reveals the accessibility level of 43 U.S. online voter registration websites. It shows that 65% of them have medium or low accessibility levels, presenting significant barriers for voters with disabilities. Here are the most common accessibility issues identified by QAwerk's report for over half of the U.S. online voter registration websites. 1. HTML Errors The most prevalent issue identified in the study was the presence of errors in HTML code, which were found for 98% of online voter registration sites. Only one website out of the 43 we tested had no errors in its HTML code. It was Utah. Why is it important? Valid HTML markup makes it accessible for assistive technologies, such as screen readers, to interpret and understand the content of a web page. Screen readers are essential for blind and visually impaired users, allowing them to navigate websites through auditory feedback. For example, incorrect attributes can cause screen readers to misinterpret interactive components, like buttons, leading to user confusion. Best practices to avoid HTML code errors include regularly validating HTML using tools like the W3C Markup Validation Service, incorporating linters into your development environment, and implementing automated testing for validation, accessibility, and performance. 2. Missing or Poorly Labeled Input Fields Proper labeling of input fields is another critical aspect of web accessibility, especially for individuals using assistive technologies like screen readers. According to the report, 33 out of 43 websites (77%) have inadequately labeled input fields, making it difficult for users to understand and complete forms. Only 10 websites out of the 43 we tested had no issues labeling input fields. These were Illinois, Kansas, Arizona, Michigan, Minnesota, Nebraska, New York, North Carolina, Ohio, and the District of Columbia. For instance, without labels, screen readers might not announce the purpose of form fields correctly, leaving users confused. Best Practices include clearly labeling all form fields with descriptive language and associating them with their elements using HTML tags while providing examples of correct input and identifying mandatory fields with text labels. 3. Low Contrast Between Text and Background Color contrast between text and background is crucial for users with low vision or color blindness. QAwerk's data shows that 23 out of 43 websites (53%) failed to provide sufficient contrast, making it difficult for users to read important information. WCAG 2.2. guidelines suggest the visual presentation of text and text images has a contrast ratio of at least 4.5:1; large-scale text and images of large-scale text have a contrast ratio of at least 3:1. Improving color contrast is a relatively simple yet impactful fix that developers can implement to significantly enhance the readability of their websites for all users. It can be fixed by following WCAG contrast guidelines, using tools like WebAIM’s Contrast Checker, and ensuring sufficient contrast between text and backgrounds, including when using images. 4. Missing Link Purpose The "Missing Link Purpose" error is a critical accessibility issue that arises when the purpose of a hyperlink is not clear from its context or the link text itself. When link text is vague or generic (e.g., "click here"), screen reader users may not understand where the link will take them or what action it will perform. 53% of online voter registration sites lack a link description, which can confuse users who rely on screen readers as the destination of the link or action required is not stated. Take the Massachusetts state election site, for example. Here, the text “Secretary of the Commonwealth of Massachusetts” contains a link, but there’s no description of its destination or action required. Check the purpose of each link is clear from the text or its context, use descriptive link text that makes sense independently, and add a title property for additional clarity when needed. 5. Lack of Clear Error Messages When users make mistakes while filling out online forms, it's essential that error messages are clear, concise, and easy to understand. Unfortunately, 44% of voter registration sites tested did not provide clear error messages, which can lead to user frustration and prevent them from successfully completing their registration. The Delaware state election site contains this accessibility issue. Here, the user’s error isn’t clearly marked or described. Only the word “Required” indicates that the field is mandatory. The borders of the field are not highlighted in red. Website administrators should check that forms have real-time validation and provide clear guidance when errors happen. Final Thoughts Creating a digital environment that guarantees equal access to the voting process for everyone is not only a technical challenge; it’s a fundamental commitment to inclusivity and democracy. Accessibility should be our ongoing effort. Websites must be retested regularly, especially as they get updated and new content is added. Historically, people with disabilities have faced significant barriers to using their right to vote. In the digital age, online voter registration platforms must provide users with high-level accessibility access. High accessibility standards are not optional — they are vital to making democracy work for everyone. However, accessibility barriers could create difficulties for people with disabilities, from registering to vote independently and efficiently to preventing them from casting their votes. A recent report from the Rutgers Program for Disability Research estimated that about 40 million people with disabilities were eligible to vote in 2024. So, the absence of their voting could result in different election outcomes. 40 million 40 million A recent report, " The State of Web Accessibility for U.S. Voters with Disabilities ," by QAwerk, a software testing company, reveals the accessibility level of 43 U.S. online voter registration websites. It shows that 65% of them have medium or low accessibility levels, presenting significant barriers for voters with disabilities. The State of Web Accessibility for U.S. Voters with Disabilities The State of Web Accessibility for U.S. Voters with Disabilities Here are the most common accessibility issues identified by QAwerk's report for over half of the U.S. online voter registration websites. 1. HTML Errors 1. HTML Errors The most prevalent issue identified in the study was the presence of errors in HTML code, which were found for 98% of online voter registration sites. Only one website out of the 43 we tested had no errors in its HTML code. It was Utah. Why is it important? Valid HTML markup makes it accessible for assistive technologies, such as screen readers, to interpret and understand the content of a web page. Screen readers are essential for blind and visually impaired users, allowing them to navigate websites through auditory feedback. For example, incorrect attributes can cause screen readers to misinterpret interactive components, like buttons, leading to user confusion. Best practices to avoid HTML code errors include regularly validating HTML using tools like the W3C Markup Validation Service, incorporating linters into your development environment, and implementing automated testing for validation, accessibility, and performance. 2. Missing or Poorly Labeled Input Fields 2. Missing or Poorly Labeled Input Fields Proper labeling of input fields is another critical aspect of web accessibility, especially for individuals using assistive technologies like screen readers. According to the report, 33 out of 43 websites (77%) have inadequately labeled input fields, making it difficult for users to understand and complete forms. Only 10 websites out of the 43 we tested had no issues labeling input fields. These were Illinois, Kansas, Arizona, Michigan, Minnesota, Nebraska, New York, North Carolina, Ohio, and the District of Columbia. For instance, without labels, screen readers might not announce the purpose of form fields correctly, leaving users confused. Best Practices include clearly labeling all form fields with descriptive language and associating them with their elements using HTML tags while providing examples of correct input and identifying mandatory fields with text labels. 3. Low Contrast Between Text and Background 3. Low Contrast Between Text and Background Color contrast between text and background is crucial for users with low vision or color blindness. QAwerk's data shows that 23 out of 43 websites (53%) failed to provide sufficient contrast, making it difficult for users to read important information. WCAG 2.2. guidelines suggest the visual presentation of text and text images has a contrast ratio of at least 4.5:1; large-scale text and images of large-scale text have a contrast ratio of at least 3:1. Improving color contrast is a relatively simple yet impactful fix that developers can implement to significantly enhance the readability of their websites for all users. WCAG WCAG It can be fixed by following WCAG contrast guidelines, using tools like WebAIM’s Contrast Checker, and ensuring sufficient contrast between text and backgrounds, including when using images. 4. Missing Link Purpose 4. Missing Link Purpose The "Missing Link Purpose" error is a critical accessibility issue that arises when the purpose of a hyperlink is not clear from its context or the link text itself. When link text is vague or generic (e.g., "click here"), screen reader users may not understand where the link will take them or what action it will perform. 53% of online voter registration sites lack a link description, which can confuse users who rely on screen readers as the destination of the link or action required is not stated. Take the Massachusetts state election site, for example. Here, the text “Secretary of the Commonwealth of Massachusetts” contains a link, but there’s no description of its destination or action required. Check the purpose of each link is clear from the text or its context, use descriptive link text that makes sense independently, and add a title property for additional clarity when needed. 5. Lack of Clear Error Messages 5. Lack of Clear Error Messages When users make mistakes while filling out online forms, it's essential that error messages are clear, concise, and easy to understand. Unfortunately, 44% of voter registration sites tested did not provide clear error messages, which can lead to user frustration and prevent them from successfully completing their registration. The Delaware state election site contains this accessibility issue. Here, the user’s error isn’t clearly marked or described. Only the word “Required” indicates that the field is mandatory. The borders of the field are not highlighted in red. Website administrators should check that forms have real-time validation and provide clear guidance when errors happen. Final Thoughts Final Thoughts Creating a digital environment that guarantees equal access to the voting process for everyone is not only a technical challenge; it’s a fundamental commitment to inclusivity and democracy. Accessibility should be our ongoing effort. Websites must be retested regularly, especially as they get updated and new content is added.

Top 5 Accessibility Issues in U.S. Voter Registration Sites and Ways to Fix Them

Changing the Face of Web Management: Interview with SOTY 2024 Nominee, SiteSkite

How To Scrape Modern SPAs, PWAs, and AI-Driven Dynamic Sites

আধুনিক এসপিএ, পিডব্লিউএ এবং এআই-চালিত ডায়নামিক সাইটগুলি কীভাবে স্ক্র্যাপ করবেন

So scrapen Sie moderne SPAs, PWAs und KI-gesteuerte dynamische Sites

Cómo extraer datos de SPA modernas, PWA y sitios dinámicos impulsados por IA

Comment récupérer les SPA, PWA et sites dynamiques pilotés par l'IA modernes

आधुनिक एसपीए, पीडब्ल्यूए और एआई-संचालित गतिशील साइटों को कैसे स्क्रैप करें

Como raspar SPAs modernos, PWAs e sites dinâmicos baseados em IA

Как парсить современные SPA, PWA и динамические сайты на базе искусственного интеллекта

Modern SPA'lar, PWA'lar ve AI Destekli Dinamik Siteler Nasıl Kazınır

Cách thu thập SPA hiện đại, PWA và các trang web động do AI điều khiển

如何抓取现代 SPA、PWA 和 AI 驱动的动态网站

You’ve probably come across documentation sites with built-in AI chatbots, where users can ask questions and get answers directly from the docs. Here’s an example of what that looks like: With Coze, you can easily set this up. This article will walk you through the steps to add it. You can achieve this with Coze. Read on to learn how. Setting up the Chatbot Go to Coze


Click on Workspace and then click on Create Agent.



Enter your chatbot details and click on. Confirm.



Choose a character/persona for your chatbot to embody in the  Persona & promptsection. For the best results, use the optimize feature to improve your prompt: Add the contents of Your Doc Under Knowledge, Click on Text



Click on Create Knowledge



Add the details of your knowledge and click on Next



You will be routed to another page, Click on Auto-collect



Choose either Add One (add the doc sections one by one) or Batch Add (use the Base URL to get all the doc details) and click on Import. Note: Not all URLs can be batch added. If you encounter any errors using batch add, switch to Add One to add each section’s URL. Allow some time for all the sections in the doc to be imported


After completion, click on Confirm Let all the URLs load and click on Next Click on Automatic Segmentation & Cleaning Let the server process all the URLs into text files and click on Confirm. Click on Add to agent to add the knowledge to your chatbot. Publish the Chatbot You will need to publish the chatbot and get the chatbot web SDK. Click on Publish.
Scroll down and select Web SDK. Click on Publish
Click on installation to copy the Web SDK Copy the code and add it to your documentation code base.
You will see the chatbot icon on your doc like this: Click on it and start interacting with it The responses your users receive will be based on the information from the documentation. Trouble Shooting If there are any issues with the responses, go back to the knowledge section and check if all the documentation section URLs are added. If not, add the missing URLs using the Add One method. Conclusion Integrating an AI chatbot into your documentation site using Coze can significantly enhance user interaction by providing instant, relevant responses based on your documentation content. This tool not only improves user experience but also ensures that users have access to accurate information quickly. You’ve probably come across documentation sites with built-in AI chatbots, where users can ask questions and get answers directly from the docs. Here’s an example of what that looks like: With Coze, you can easily set this up. This article will walk you through the steps to add it. You can achieve this with Coze . Read on to learn how. Coze Setting up the Chatbot Go to Coze Click on Workspace and then click on Create Agent. Enter your chatbot details and click on. Confirm. Choose a character/persona for your chatbot to embody in the  Persona & promptsection. For the best results, use the optimize feature to improve your prompt: Go to Coze Go to Coze Coze Click on Workspace and then click on Create Agent. Click on Workspace and then click on Create Agent . Workspace Create Agent Enter your chatbot details and click on. Confirm. Enter your chatbot details and click on. Confirm . Confirm Choose a character/persona for your chatbot to embody in the  Persona & promptsection. For the best results, use the optimize feature to improve your prompt: Choose a character/persona for your chatbot to embody in the Persona & prompt section. For the best results, use the optimize feature to improve your prompt: Persona & prompt optimize Add the contents of Your Doc Under Knowledge, Click on Text Click on Create Knowledge Add the details of your knowledge and click on Next You will be routed to another page, Click on Auto-collect Choose either Add One (add the doc sections one by one) or Batch Add (use the Base URL to get all the doc details) and click on Import. Under Knowledge, Click on Text Under Knowledge, Click on Text Text Click on Create Knowledge Click on Create Knowledge Create Knowledge Add the details of your knowledge and click on Next Add the details of your knowledge and click on Next Next You will be routed to another page, Click on Auto-collect You will be routed to another page, Click on Auto-collect Auto-collect Choose either Add One (add the doc sections one by one) or Batch Add (use the Base URL to get all the doc details) and click on Import. Choose either Add One (add the doc sections one by one) or Batch Add (use the Base URL to get all the doc details) and click on Import . Add One Batch Add Import Note: Not all URLs can be batch added. If you encounter any errors using batch add, switch to Add One to add each section’s URL. Note: Not all URLs can be batch added. If you encounter any errors using batch add, switch to Add One to add each section’s URL. Add One Allow some time for all the sections in the doc to be imported After completion, click on Confirm Allow some time for all the sections in the doc to be imported Allow some time for all the sections in the doc to be imported After completion, click on Confirm After completion, click on Confirm Confirm Let all the URLs load and click on Next Let all the URLs load and click on Next Next Click on Automatic Segmentation & Cleaning Click on Automatic Segmentation & Cleaning Automatic Segmentation & Cleaning Let the server process all the URLs into text files and click on Confirm. Let the server process all the URLs into text files and click on Confirm . Confirm Click on Add to agent to add the knowledge to your chatbot. Click on Add to agent to add the knowledge to your chatbot. Add to agent Publish the Chatbot You will need to publish the chatbot and get the chatbot web SDK. Click on Publish. Scroll down and select Web SDK. Click on Publish . Publish Scroll down and select Web SDK . Web SDK Click on Publish Click on installation to copy the Web SDK Click on Publish Publish Click on installation to copy the Web SDK installation Copy the code and add it to your documentation code base. You will see the chatbot icon on your doc like this: Copy the code and add it to your documentation code base. You will see the chatbot icon on your doc like this: Click on it and start interacting with it Click on it and start interacting with it The responses your users receive will be based on the information from the documentation. Trouble Shooting If there are any issues with the responses, go back to the knowledge section and check if all the documentation section URLs are added. If not, add the missing URLs using the Add One method. Add One Conclusion Integrating an AI chatbot into your documentation site using Coze can significantly enhance user interaction by providing instant, relevant responses based on your documentation content. This tool not only improves user experience but also ensures that users have access to accurate information quickly.

How to Add an AI Chatbot to Your Documentation Site Using Coze

I want to talk about a quick tweak you can do in your CDN TTL settings to radically improve your site’s performance. Direct impact on Time-To-First-Byte (TTFB) metric, but as a halo effect, pretty much every other Web Vital. You can do this in any CDN since TTL customization is a pretty standard need, and most CDN providers have easy ways to create rules for various rule configurations. I use Cloudflare for my blog’s CDN layer. Cloudflare already comes with nice defaults for optimizing the delivery of static assets like images, javascript, css files. But for HTML documents, CDNs use cache-control headers to determine how to cache, and how long to cache. Applications return this header, and it’s a way for the application (origin) to tell CDNs how to behave on certain pages. But in this optimization method, we’ll simply override all (or most) of our pages to be highly cached and served from the cache while revalidating in the background. The way this works is CDN always serves the “last” cached HTML to the reader (or crawler) from the edge network, really really really fast (in some cases double-digit milliseconds), and triggers a request to the origin server to get the “latest” version. Most applications also return proper response codes if the content hasn’t changed from the timestamp that CDN will ask if there is a new update to the content. How to Configure Custom TTL in Cloudflare To set up custom edge TTL in Cloudflare, navigate to your site page, Caching > Cache Rules page. Create a new rule, give it a name, and then set up the request path configuration. You can set multiple expressions, and exclude patterns that you know are Admin, or Rest API, or other URLs that should NOT be cached long. I use WordPress for my blog, and I exclude paths containing things like wp-admin, wp-json, cron… Then, select “Ignore cache-control header,” and use this TTL in the Edge TTL section. And finally, select how long you want to cache. Longer is better because longer means most of your site content, including long-tail content that doesn’t get consistent traffic, will also be cached at the edge. I started with 1 day, then 1 week, then I tried 1 month, but then had some pages stuck in the cache too long and dialed it back to 1 week as my sweet spot. Even if you’re not using Cloudflare, I’m sure there is an equivalent of this in your CDN provider. What Is the Impact on Page Speed? After the change, I saw a big drop (like 90% reduced load) in my server’s load. It meant CDN was doing what it was supposed to do. It’s one of the positive side effects of doing higher cache offload to CDN, to be able to scale higher traffic without needing powerful hosting resources. My Time-To-First-Byte decreased (improved) 70%, coming from shy of 500ms down to 100–160ms range 🤯 More importantly, the real user experience on the page became even more mind-blowing because things became super snappy. Click click click, bam bam bam, nothing was in a visible loading state anymore. Even if metrics didn’t move, I am super happy with this aspect of the change. 🤯🤯🤩 I got my Cloudflare Web Analytics email and noticed almost all Web Vitals moved positively at least 30% improvement. I wasn’t expecting other Web vitals like CLS and LCP to be directly impacted (or impacted as much as they did). But it makes sense. When the assets load much faster like this, the “wait time” (or blocking time) goes down, therefore, the layout shift or the largest paint goes down. SEO Impact It’s a well-known fact that Google takes your “core web vitals” into account when determining your ranking in the search results. This change has more impact on crawlers than you think. Because most of the time, crawlers’ requests are the ones that hit “cache cold” pages. It means Google (or other search engines) is reading your site holistically way more than your real users. Imagine every single article you wrote. There is no user who reads every single one of them — Google does 🙂 (and does it regularly). When a crawler tries to visit a page that nobody read in a long time, its request will have cache-miss more likely than cache-hit, so it will “wait” longer for your web server to render the page. When you put yourself in the crawler’s shoes, imagine you try to read 10,000 articles/pages on a site over a day or two period (maybe it takes longer, who knows…). Now, consider the percentage of those pages that will have to be rendered, or served from the CDN cache. The more pages Google sees “slow”, it will think your whole site is slow. This is where the real value of super-long TTLs comes in. Especially if you combine that with serve-stale-while-revalidate (SSWR) which most CDNs automatically do (if not, I’m sure there is a setting you can enable these together). SSWR, with a super-long TTL (like 7 days, or more), basically creates an infinite loop of “always cached” scenarios. And with that, your crawler traffic gets served from the cache (at cost/risk of “stale content” which is OK in the vast majority of use cases), and directly increases your site’s overall speed score and, therefore your SEO scores. Content Freshness There is one caveat though, which is content freshness. When you bump the Edge TTL up to multi-day TTLs like I did, you need to make sure your CMS/site is nicely integrated with your CDN’s cache clear systems, in the case you make updates. Two scenarios: You update existing content (like fixing a typo or changing the cover image of a post); the change should be reflected on the content’s detail page right away. You publish new content, so the new content is supposed to show up in common places like your homepage. You can use your CDN’s cache clear UI or APIs to trigger “purge” on URLs you think it’s impacted (homepage, section pages, etc.), or highly visible pages like the homepage can be configured with a lower TTL in a separate cache rule set. I use WordPress for my content management system and Cloudflare has a WordPress plugin to listen to publish/update hooks to trigger these cache clear nicely. Another way to think about this is to find the balance. What is the “staleness” you can tolerate on a page? Let’s say another article detail page showing “recent articles” or “related articles” sections to NOT show your most recent article there. As long as that time length is not something you can’t afford, cache longer to achieve better site/page performance. I want to talk about a quick tweak you can do in your CDN TTL settings to radically improve your site’s performance. Direct impact on Time-To-First-Byte (TTFB) metric, but as a halo effect, pretty much every other Web Vital. You can do this in any CDN since TTL customization is a pretty standard need, and most CDN providers have easy ways to create rules for various rule configurations. I use Cloudflare for my blog’s CDN layer. Cloudflare already comes with nice defaults for optimizing the delivery of static assets like images, javascript, css files. But for HTML documents, CDNs use cache-control headers to determine how to cache, and how long to cache. Applications return this header, and it’s a way for the application (origin) to tell CDNs how to behave on certain pages. But in this optimization method, we’ll simply override all (or most) of our pages to be highly cached and served from the cache while revalidating in the background. The way this works is CDN always serves the “last” cached HTML to the reader (or crawler) from the edge network, really really really fast (in some cases double-digit milliseconds), and triggers a request to the origin server to get the “latest” version. Most applications also return proper response codes if the content hasn’t changed from the timestamp that CDN will ask if there is a new update to the content. How to Configure Custom TTL in Cloudflare To set up custom edge TTL in Cloudflare, navigate to your site page, Caching > Cache Rules page. Create a new rule, give it a name, and then set up the request path configuration. You can set multiple expressions, and exclude patterns that you know are Admin, or Rest API, or other URLs that should NOT be cached long. I use WordPress for my blog, and I exclude paths containing things like wp-admin, wp-json, cron… Then, select “Ignore cache-control header,” and use this TTL in the Edge TTL section. And finally, select how long you want to cache. Longer is better because longer means most of your site content, including long-tail content that doesn’t get consistent traffic, will also be cached at the edge. I started with 1 day, then 1 week, then I tried 1 month, but then had some pages stuck in the cache too long and dialed it back to 1 week as my sweet spot. Even if you’re not using Cloudflare, I’m sure there is an equivalent of this in your CDN provider. What Is the Impact on Page Speed? After the change, I saw a big drop (like 90% reduced load) in my server’s load. It meant CDN was doing what it was supposed to do. It’s one of the positive side effects of doing higher cache offload to CDN, to be able to scale higher traffic without needing powerful hosting resources. My Time-To-First-Byte decreased (improved) 70%, coming from shy of 500ms down to 100–160ms range 🤯 More importantly, the real user experience on the page became even more mind-blowing because things became super snappy. Click click click, bam bam bam, nothing was in a visible loading state anymore. Even if metrics didn’t move, I am super happy with this aspect of the change. 🤯🤯🤩 I got my Cloudflare Web Analytics email and noticed almost all Web Vitals moved positively at least 30% improvement. I wasn’t expecting other Web vitals like CLS and LCP to be directly impacted (or impacted as much as they did). But it makes sense. When the assets load much faster like this, the “wait time” (or blocking time) goes down, therefore, the layout shift or the largest paint goes down. SEO Impact It’s a well-known fact that Google takes your “core web vitals” into account when determining your ranking in the search results. This change has more impact on crawlers than you think. Because most of the time, crawlers’ requests are the ones that hit “cache cold” pages. It means Google (or other search engines) is reading your site holistically way more than your real users. Imagine every single article you wrote. There is no user who reads every single one of them — Google does 🙂 (and does it regularly). When a crawler tries to visit a page that nobody read in a long time, its request will have cache-miss more likely than cache-hit, so it will “wait” longer for your web server to render the page. When you put yourself in the crawler’s shoes, imagine you try to read 10,000 articles/pages on a site over a day or two period (maybe it takes longer, who knows…). Now, consider the percentage of those pages that will have to be rendered, or served from the CDN cache. The more pages Google sees “slow”, it will think your whole site is slow. This is where the real value of super-long TTLs comes in. Especially if you combine that with serve-stale-while-revalidate (SSWR) which most CDNs automatically do (if not, I’m sure there is a setting you can enable these together). SSWR, with a super-long TTL (like 7 days, or more), basically creates an infinite loop of “always cached” scenarios. And with that, your crawler traffic gets served from the cache (at cost/risk of “stale content” which is OK in the vast majority of use cases), and directly increases your site’s overall speed score and, therefore your SEO scores. Content Freshness There is one caveat though, which is content freshness. When you bump the Edge TTL up to multi-day TTLs like I did, you need to make sure your CMS/site is nicely integrated with your CDN’s cache clear systems, in the case you make updates. Two scenarios: You update existing content (like fixing a typo or changing the cover image of a post); the change should be reflected on the content’s detail page right away. You update existing content (like fixing a typo or changing the cover image of a post); the change should be reflected on the content’s detail page right away. You publish new content, so the new content is supposed to show up in common places like your homepage. You publish new content, so the new content is supposed to show up in common places like your homepage. You can use your CDN’s cache clear UI or APIs to trigger “purge” on URLs you think it’s impacted (homepage, section pages, etc.), or highly visible pages like the homepage can be configured with a lower TTL in a separate cache rule set. I use WordPress for my content management system and Cloudflare has a WordPress plugin to listen to publish/update hooks to trigger these cache clear nicely. Another way to think about this is to find the balance. What is the “staleness” you can tolerate on a page? Let’s say another article detail page showing “recent articles” or “related articles” sections to NOT show your most recent article there. As long as that time length is not something you can’t afford, cache longer to achieve better site/page performance.

How to Tweak CDN/Edge TTL to Radically Improve Site Performance (and SEO): A Quick Guide

A mysterious botnet, identified by the user-agent string Mozilla/5.0 (X11; Linux x86_64), is aggressively scraping WordPress websites at an alarming rate, flagrantly disregarding the crawl delay directives set in the  robots.txt file. The botnet has been found to be causing significant server strain, bypassing web administrators' efforts to control access and protect their site resources. Despite the bot's user-agent string mimicking a legitimate Linux browser, its bad behavior is anything but lawful. Not only does it ignore robots.txt instructions, but it also carries out non-stop scraping activities that severely impact the performance and security of affected websites. The unregulated scraping can lead to slowed website loading times and increased bandwidth consumption. IP Addresses and ASN Sources Involved The IP addresses behind this botnet appear to originate from multiple autonomous system numbers (ASNs), primarily hosted by less-reputable service providers. The IPs exhibit coordinated behavior, systematically scraping WordPress websites with no regard for the implemented crawl-delay directives. The ASNs and their affiliated IP addresses are: ASN 13886 - Cloud-South


ASN 21769 - AS-COLOAM


ASN 263735 - Sociedad Buena Hosting, S.A.


ASN 52393 - Corporacion Dana S.A. 185.199.117.126
216.10.7.2
104.233.51.70
104.249.4.61
186.179.1.64
181.177.71.218
185.195.215.202
185.193.73.239
104.239.116.255
185.199.118.137
185.193.72.244
216.10.3.36
186.179.11.6
181.177.70.128
104.239.115.2
186.179.10.14
104.249.5.146
185.199.116.245
104.233.54.62
185.207.97.112
185.199.116.218
181.177.71.59
104.249.0.172
104.233.49.164
185.188.78.129
216.10.2.44
104.233.48.205
216.10.6.143
104.249.1.226
185.196.191.240
67.227.122.211
185.195.221.166
181.177.79.165
186.179.25.11
185.199.117.248
185.195.220.198
104.239.114.195
181.177.66.111
67.227.127.113
185.205.196.57
199.168.122.42
186.179.27.9
185.193.75.105
216.10.3.10
216.10.2.161
185.188.77.24
104.233.48.70
185.188.79.15
186.179.2.186
181.177.72.76
216.10.6.205
186.179.13.13
181.177.78.227
181.177.72.12
181.177.79.141
186.179.25.210
104.233.49.36
104.249.3.157
104.239.117.199
104.233.48.52
104.233.51.106
216.10.3.78
216.10.0.49
185.207.99.161
67.227.120.127
67.227.121.26
104.233.55.225
104.249.3.194
185.195.220.41
181.177.71.84
104.233.48.111
104.249.2.46
181.177.67.170
104.249.2.195
186.179.13.80
67.227.124.74
104.239.116.151
104.239.119.180
185.195.221.180
104.249.2.99
104.239.114.190
104.239.117.112
181.177.71.49
67.227.121.109
199.168.121.93
185.195.223.14
181.177.67.30
181.177.76.63
181.177.77.79
181.177.66.29
181.177.77.197
186.179.24.252
185.196.188.94
181.177.76.62
216.10.7.75
181.177.68.33
186.179.11.165
181.177.71.188
185.195.213.87
185.193.74.97
67.227.122.57
185.196.189.63
216.10.1.142
199.168.122.193
186.179.2.117
181.177.72.134
181.177.66.212
185.188.77.122
185.207.96.121
199.168.121.246
104.249.0.31
185.195.222.160 Potential Mitigation Strategies Web administrators are urged to monitor their logs for suspicious activity involving the Mozilla/5.0 (X11; Linux x86_64) user-agent string and IPs associated with the above ASNs. Immediate actions to consider include: Blocking or rate-limiting the offending IPs through firewall rules.


Implementing CAPTCHA systems for suspicious traffic.


Using bot protection plugins or services such as Cloudflare to prevent excessive scraping. The persistence of this botnet highlights the importance of continually refining web security measures to protect digital assets from unauthorized data scraping and potential attacks. This unknown botnet's activity is a pressing issue for WordPress site owners, and if left unchecked, its presence could lead to server overloads, data leaks, or even downtime for many websites. Interestingly, despite the aggressive nature of this botnet, none of the associated IPs have been flagged or reported in popular databases like AbuseIPDB. Even more surprising, these IPs are not natively blocked by Cloudflare’s managed rules, which typically catch such malicious behavior early on. This suggests that the botnet is currently flying under the radar, operating in a gray zone of anonymity. The lack of detection and reporting raises concerns about how sophisticated and stealthy this botnet may be. For now, it seems to be an entirely unknown entity in the cybersecurity landscape. However, it does seem look like it is scraping WordPress content. A mysterious botnet, identified by the user-agent string Mozilla/5.0 (X11; Linux x86_64) , is aggressively scraping WordPress websites at an alarming rate, flagrantly disregarding the crawl delay directives set in the  robots.txt file. The botnet has been found to be causing significant server strain, bypassing web administrators' efforts to control access and protect their site resources. Mozilla/5.0 (X11; Linux x86_64) Despite the bot's user-agent string mimicking a legitimate Linux browser, its bad behavior is anything but lawful. Not only does it ignore robots.txt instructions, but it also carries out non-stop scraping activities that severely impact the performance and security of affected websites. The unregulated scraping can lead to slowed website loading times and increased bandwidth consumption. robots.txt IP Addresses and ASN Sources Involved The IP addresses behind this botnet appear to originate from multiple autonomous system numbers (ASNs), primarily hosted by less-reputable service providers. The IPs exhibit coordinated behavior, systematically scraping WordPress websites with no regard for the implemented crawl-delay directives. The ASNs and their affiliated IP addresses are: ASN 13886 - Cloud-South ASN 21769 - AS-COLOAM ASN 263735 - Sociedad Buena Hosting, S.A. ASN 52393 - Corporacion Dana S.A. ASN 13886 - Cloud-South ASN 13886 - Cloud-South ASN 13886 - Cloud-South ASN 21769 - AS-COLOAM ASN 21769 - AS-COLOAM ASN 21769 - AS-COLOAM ASN 263735 - Sociedad Buena Hosting, S.A. ASN 263735 - Sociedad Buena Hosting, S.A. ASN 263735 - Sociedad Buena Hosting, S.A. ASN 52393 - Corporacion Dana S.A. ASN 52393 - Corporacion Dana S.A. ASN 52393 - Corporacion Dana S.A. 185.199.117.126
216.10.7.2
104.233.51.70
104.249.4.61
186.179.1.64
181.177.71.218
185.195.215.202
185.193.73.239
104.239.116.255
185.199.118.137
185.193.72.244
216.10.3.36
186.179.11.6
181.177.70.128
104.239.115.2
186.179.10.14
104.249.5.146
185.199.116.245
104.233.54.62
185.207.97.112
185.199.116.218
181.177.71.59
104.249.0.172
104.233.49.164
185.188.78.129
216.10.2.44
104.233.48.205
216.10.6.143
104.249.1.226
185.196.191.240
67.227.122.211
185.195.221.166
181.177.79.165
186.179.25.11
185.199.117.248
185.195.220.198
104.239.114.195
181.177.66.111
67.227.127.113
185.205.196.57
199.168.122.42
186.179.27.9
185.193.75.105
216.10.3.10
216.10.2.161
185.188.77.24
104.233.48.70
185.188.79.15
186.179.2.186
181.177.72.76
216.10.6.205
186.179.13.13
181.177.78.227
181.177.72.12
181.177.79.141
186.179.25.210
104.233.49.36
104.249.3.157
104.239.117.199
104.233.48.52
104.233.51.106
216.10.3.78
216.10.0.49
185.207.99.161
67.227.120.127
67.227.121.26
104.233.55.225
104.249.3.194
185.195.220.41
181.177.71.84
104.233.48.111
104.249.2.46
181.177.67.170
104.249.2.195
186.179.13.80
67.227.124.74
104.239.116.151
104.239.119.180
185.195.221.180
104.249.2.99
104.239.114.190
104.239.117.112
181.177.71.49
67.227.121.109
199.168.121.93
185.195.223.14
181.177.67.30
181.177.76.63
181.177.77.79
181.177.66.29
181.177.77.197
186.179.24.252
185.196.188.94
181.177.76.62
216.10.7.75
181.177.68.33
186.179.11.165
181.177.71.188
185.195.213.87
185.193.74.97
67.227.122.57
185.196.189.63
216.10.1.142
199.168.122.193
186.179.2.117
181.177.72.134
181.177.66.212
185.188.77.122
185.207.96.121
199.168.121.246
104.249.0.31
185.195.222.160 Potential Mitigation Strategies Web administrators are urged to monitor their logs for suspicious activity involving the Mozilla/5.0 (X11; Linux x86_64) user-agent string and IPs associated with the above ASNs. Immediate actions to consider include: Mozilla/5.0 (X11; Linux x86_64) Blocking or rate-limiting the offending IPs through firewall rules. Implementing CAPTCHA systems for suspicious traffic. Using bot protection plugins or services such as Cloudflare to prevent excessive scraping. Blocking or rate-limiting the offending IPs through firewall rules. Blocking or rate-limiting the offending IPs through firewall rules. Implementing CAPTCHA systems for suspicious traffic. Implementing CAPTCHA systems for suspicious traffic. Using bot protection plugins or services such as Cloudflare to prevent excessive scraping. Using bot protection plugins or services such as Cloudflare to prevent excessive scraping. The persistence of this botnet highlights the importance of continually refining web security measures to protect digital assets from unauthorized data scraping and potential attacks. This unknown botnet's activity is a pressing issue for WordPress site owners, and if left unchecked, its presence could lead to server overloads, data leaks, or even downtime for many websites. Interestingly, despite the aggressive nature of this botnet, none of the associated IPs have been flagged or reported in popular databases like AbuseIPDB. Even more surprising, these IPs are not natively blocked by Cloudflare’s managed rules, which typically catch such malicious behavior early on. This suggests that the botnet is currently flying under the radar, operating in a gray zone of anonymity. The lack of detection and reporting raises concerns about how sophisticated and stealthy this botnet may be. For now, it seems to be an entirely unknown entity in the cybersecurity landscape. However, it does seem look like it is scraping WordPress content. unknown entity

Unknown Botnet Using Mozilla/5.0 (X11; Linux x86_ User Agent Ignoring Crawl Delay on WordPress Sites

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