Akamai
A leading global provider of content delivery network (CDN) and edge computing services. Its core business involves caching and distributing web pages, video, and other content from edge nodes worldwide. The company also offers cloud security and cloud infrastructure services.
Timeline (last 90 days)
Traditional CDN providers (such as Cloudflare and Akamai) leverage their edge networks to identify and block DDoS attacks and malicious bots, and offer Web Application Firewall (WAF) and Bot management modules.
Akamai developer advocate DeJuan Lightfoot and senior software engineer Omer demonstrated building a self-hosted inference stack on a Kubernetes cluster in a technical workshop on Bilibili, including GPU selection, vLLM tuning, quantization compression and speculative decoding.
Comparing the cost of an always-on machine over three years: a Mac mini (M6, 16 GB RAM, 256 GB storage) costs $899, draws 4 watts at idle, and at the average US residential electricity price of 17.99 cents/kWh its monthly electricity cost is about $0.52, for a three-year total of about $918; renting a small 2 GB server: Vultr is $10 per month ($360 over three years), and DigitalOcean and Akamai are $12 per month ($432 over three years).
Mainstream vendors such as Cloudflare, Akamai and Fastly have built-in bot scoring mechanisms based on user agent, IP reputation and request fingerprints, and many offer a one-click 'block AI crawlers' switch.
Edge products such as Cloudflare, Akamai, Fastly and AWS WAF commonly include bot management modules that determine visitor identity through a combination of TLS fingerprints (JA3/JA4), HTTP/2 frame characteristics, header order, IP reputation and behavioral patterns.
Modern WAFs (such as Cloudflare, Akamai, AWS WAF) evaluate not only the IP but also TLS fingerprints (JA3/JA4), HTTP/2 frame order, header field order and consistency, cookie behavior, and frontend signals.
High-protection sites defended by Cloudflare, Akamai, and others require the use of residential IPs, real browsers, and simulation of human behavior in order to be scraped.
Akamai Functions is positioned as the first truly globally distributed, zero-cold-start serverless compute platform, with an average cold start time of less than 0.5 milliseconds.
IP reputation databases flag IP ranges belonging to cloud providers as high-risk, placing agents running on mainstream cloud platforms such as AWS and GCP at a disadvantage from the moment a connection is established.
CDN providers such as Cloudflare, Akamai, and Fastly often set their own session identifiers or performance monitoring cookies in users' browsers.
9 more timeline events
All Facts (20)
Cloudflare、Akamai等CDN厂商和Google reCAPTCHA等验证系统使用多维指纹组合来检测自动化流量
90%UnverifiedCloudflare、Datadome、Akamai、PerimeterX、Imperva、Kasada、AWS WAF都是主流的反爬保护产品
90%Unverified同一账号在短时间内频繁切换不同地区的IP节点会被风控系统识别为'不可能完成的旅行'（Impossible Travel）异常特征
80%UnverifiedAkamai、Cloudflare、Shape Security等商业反爬方案在页面加载时注入数千行混淆JS代码，采集超过100个浏览器特征维度
70%UnverifiedTraditional CDN providers (such as Cloudflare and Akamai) leverage their edge networks to identify and block DDoS attacks and malicious bots, and offer Web Application Firewall (WAF) and Bot management modules.
50%UnverifiedComparing the cost of an always-on machine over three years: a Mac mini (M6, 16 GB RAM, 256 GB storage) costs $899, draws 4 watts at idle, and at the average US residential electricity price of 17.99 cents/kWh its monthly electricity cost is about $0.52, for a three-year total of about $918; renting a small 2 GB server: Vultr is $10 per month ($360 over three years), and DigitalOcean and Akamai are $12 per month ($432 over three years).
50%UnverifiedMainstream vendors such as Cloudflare, Akamai and Fastly have built-in bot scoring mechanisms based on user agent, IP reputation and request fingerprints, and many offer a one-click 'block AI crawlers' switch.
50%UnverifiedEdge products such as Cloudflare, Akamai, Fastly and AWS WAF commonly include bot management modules that determine visitor identity through a combination of TLS fingerprints (JA3/JA4), HTTP/2 frame characteristics, header order, IP reputation and behavioral patterns.
50%UnverifiedModern WAFs (such as Cloudflare, Akamai, AWS WAF) evaluate not only the IP but also TLS fingerprints (JA3/JA4), HTTP/2 frame order, header field order and consistency, cookie behavior, and frontend signals.
50%UnverifiedHigh-protection sites defended by Cloudflare, Akamai, and others require the use of residential IPs, real browsers, and simulation of human behavior in order to be scraped.
50%UnverifiedAkamai Functions is positioned as the first truly globally distributed, zero-cold-start serverless compute platform, with an average cold start time of less than 0.5 milliseconds.
50%UnverifiedIP reputation databases flag IP ranges belonging to cloud providers as high-risk, placing agents running on mainstream cloud platforms such as AWS and GCP at a disadvantage from the moment a connection is established.
50%UnverifiedCDN providers such as Cloudflare, Akamai, and Fastly often set their own session identifiers or performance monitoring cookies in users' browsers.
50%UnverifiedThe spending scale of Anthropic's deal with Akamai could further expand to approximately $20 billion.
50%UnverifiedThis deal is a bet on CPU computing power, not GPU resources.
50%UnverifiedAkamai will grant Anthropic up to 5% equity in the company, with the proportion growing incrementally as Anthropic's spending on the Akamai platform increases.
50%UnverifiedThe deal averages more than $1.6 billion in computing expenditure per year.
50%UnverifiedAkamai is a representative vendor of traditional CDN and edge computing, with its core business being the caching and distribution of web pages, videos, and other content at global edge nodes.
50%UnverifiedModern websites commonly deploy multi-layered protection mechanisms, such as bot detection solutions provided by security vendors including Cloudflare, Akamai, and PerimeterX.
50%UnverifiedCredential stuffing attacks use known valid credentials to attempt logins in bulk; according to Akamai statistics, there are tens of billions of credential stuffing attempts globally each year.
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