Best Network Management Software for Python

Tenzir is a specialized data pipeline engine tailored for security teams, streamlining the processes of collecting, transforming, enriching, and routing security data throughout its entire lifecycle. It allows users to efficiently aggregate information from multiple sources, convert unstructured data into structured formats, and adjust it as necessary. By optimizing data volume and lowering costs, Tenzir also supports alignment with standardized schemas such as OCSF, ASIM, and ECS. Additionally, it guarantees compliance through features like data anonymization and enhances data by incorporating context from threats, assets, and vulnerabilities. With capabilities for real-time detection, it stores data in an efficient Parquet format within object storage systems. Users are empowered to quickly search for and retrieve essential data, as well as to reactivate dormant data into operational status. The design of Tenzir emphasizes flexibility, enabling deployment as code and seamless integration into pre-existing workflows, ultimately seeking to cut SIEM expenses while providing comprehensive control over data management. This approach not only enhances the effectiveness of security operations but also fosters a more streamlined workflow for teams dealing with complex security data.

SuperNova Proxies provides proxy solutions for AI, web scraping and other business requirements, catering to companies of any size, from small startups to large corporations. You can access real devices when you buy mobile proxy servers. This ensures high bandwidth, and minimizes the risk of IP banning. SuperNovaNet.org residential proxies are sourced from actual home networks and provide authentic connections. They are ideal for scraping or bypassing blocks. Corporate proxies deliver high-speed, reliable performance, supporting large-scale operations. SuperNovaNet.org provides global coverage with over 9 million IPs in 150 countries. All proxies are compatible with HTTP and SOCKS5 protocols. They also have a connection rate of 99% or higher. The platform integrates with third-party software easily, and its flexible pay-as you-go pricing model suits projects of all sizes. Are you looking to buy proxys for scraping or AI? SuperNovaNet.org offers scalable, high-performance, and secure solutions.

A virtual waiting room is a page that keeps visitors away from busy websites and then feeds them back to the protected site at a pace it can handle, while maintaining responsiveness and performance. Websites can handle sudden or unexpected peaks in traffic without a website crash. It also means that websites don't have to waste energy on additional servers when they are not busy. This makes it green tech, if implemented correctly. Fair virtual waiting rooms return visitors in first-come first-served fashion. A good virtual waiting area should keep visitors informed about their progress and the remaining wait time. A crashed website is the worst thing for your business. High-demand sales not only damage your servers but also damage your reputation. Smooth branding can help you protect your customers' goodwill. Our original patented virtual waiting room technology allows you to show your customers that fairness is important while providing a fully branded customer journey.

Residential Proxies (also known as Static Residential Proxies), Datacenter Proxies and Mobile Proxies are all services that offer users a step up in security and speed. - Unlimited Bandwidth Proxies and Blazing Fast Proxies - High Level of Security - You can use the same IP address multiple times. - 99.98% Uptime plus 24/7 365 Support - Superior service for Account Management, Web Scraping and Social Media, SERP and other use cases

Queue-it empowers the world's biggest brands to deliver on their busiest days. The virtual waiting room lets you control online traffic in high-demand situations to deliver superior experiences and treat visitors fairly. When online visitors exceed your capacity, they are redirected to a customizable waiting room and then throttled back to your website or app in a controlled first-come, first-served order. Additionally, the virtual waiting room gives you full control over traffic inflow to your site & app, acting as a security checkpoint where you block bots & abuse. You can validate customers based on unique identifiers like user ID or email address, ensuring only verified customers access your products. And enhanced analytics give you insight into the quantity & quality of your traffic so you can adapt bot mitigation for your next sale.

Sematext Cloud provides all-in-one observability solutions for modern software-based businesses. It provides key insights into both front-end and back-end performance. Sematext includes infrastructure, synthetic monitoring, transaction tracking, log management, and real user & synthetic monitoring. Sematext provides full-stack visibility for businesses by quickly and easily exposing key performance issues through a single Cloud solution or On-Premise.

2Captcha is an automated service that specializes in recognizing captchas, which are typically images displaying distorted text or a collection of images where users must select those that meet specific criteria. This process is designed to verify that the user is human rather than a bot. The platform serves as a bridge between clients needing rapid captcha resolution and workers who get compensated for completing these tasks. When a customer submits a captcha, it is assigned a unique identification number, which is communicated back to the customer along with a charge to their account for the service. The captcha is then allocated to a worker who has been in the queue the longest, enabling prompt resolution. Once the worker solves the captcha, the response is sent back to 2Captcha, where it is recorded in the system, and the worker's earnings are updated accordingly. If the customer inquires about the answer using the captcha ID, they receive the solution or are informed to wait if it has not yet been processed. This efficient system ensures timely service for clients while providing a steady income stream for workers engaged in captcha resolution tasks.

Around 25 million engineers work across dozens of distinct functions. Engineers are using New Relic as every company is becoming a software company to gather real-time insight and trending data on the performance of their software. This allows them to be more resilient and provide exceptional customer experiences. New Relic is the only platform that offers an all-in one solution. New Relic offers customers a secure cloud for all metrics and events, powerful full-stack analytics tools, and simple, transparent pricing based on usage. New Relic also has curated the largest open source ecosystem in the industry, making it simple for engineers to get started using observability.

Better Stack brings all your observability needs under one roof to help you build and ship more reliable software, faster. Handle on-call scheduling, get clear, actionable alerts, and resolve issues quickly – all from a single tool that covers incident response, uptime checks, status pages, log management, and infrastructure monitoring. Designed to scale with your team, Better Stack unifies your alerting and monitoring workflows into a clean, powerful interface that boosts visibility and shortens response times. Key capabilities include an OpenTelemetry-native Kubernetes collector powered by eBPF, instant alerting, and dashboards built for collaboration. Powered by ClickHouse, Better Stack enables rapid-fire queries and seamless ingestion of massive, high-cardinality datasets. It turns your logs into structured, searchable data, giving you the ability to query everything using SQL – just like a single, unified database. With 100+ integrations, it fits right into your existing workflow, no extra effort needed.

Proxy-Seller offers a comprehensive suite of proxy services designed for various applications, which include social media management, SEO scraping, online gaming, and circumventing website restrictions. Their offerings encompass datacenter IPv4 & IPv6, ISP, residential, and rotating mobile proxies on 4G and 5G networks, each specifically configured to meet unique needs. The proxies are compatible with the HTTP(S) protocol and can deliver dedicated speeds of up to 1 Gbps. For enhanced security, users have the option to authenticate using username-password combinations or through IP whitelisting. With an impressive uptime rate of 99.9%, the service ensures dependable and stable connectivity for all users. Proxy-Seller’s extensive infrastructure features over 400 networks and 800 subnets, granting access to a diverse pool of IP addresses across more than 220 countries, including notable regions like the U.S., Canada, Russia, Germany, France, Netherlands, and the U.K. This expansive network facilitates accurate geo-targeting, allowing customers to choose proxies based on specific locations such as country, state, or city. Additionally, Proxy-Seller continuously updates its offerings to adapt to the evolving needs of its users, ensuring they remain at the forefront of proxy service excellence.

SX.ORG provides a suite of proxy services that are tailored to meet diverse business needs. These include mobile, residential and corporate proxy services. Their infrastructure includes over 12 million IPs in 235 countries. This ensures extensive coverage. Mobile proxies use real devices from top carriers to provide unlimited bandwidth and reduce the likelihood of blocking websites. Residential proxies use IP addresses from home networks to mimic standard user sessions and enhance authenticity. Corporate proxies hosted on robust servers allow for rapid scaling and integration while ensuring maximum performance. All proxy types offer unlimited IP changes, support HTTP and SOCKS5 protocol and have a connection rate of over 99%. SX.ORG’s user-friendly platform makes it easy to integrate with popular third-party applications, and its flexible pay-as you-go pricing model allows for various project sizes.

Bright Data holds the title of the leading platform for web data, proxies, and data scraping solutions globally. Various entities, including Fortune 500 companies, educational institutions, and small enterprises, depend on Bright Data's offerings to gather essential public web data efficiently, reliably, and flexibly, enabling them to conduct research, monitor trends, analyze information, and make well-informed decisions. With a customer base exceeding 20,000 and spanning nearly all sectors, Bright Data's services cater to a diverse range of needs. Its offerings include user-friendly, no-code data solutions for business owners, as well as a sophisticated proxy and scraping framework tailored for developers and IT specialists. What sets Bright Data apart is its ability to deliver a cost-effective method for rapid and stable public web data collection at scale, seamlessly converting unstructured data into structured formats, and providing an exceptional customer experience—all while ensuring full transparency and compliance with regulations. This commitment to excellence has made Bright Data an essential tool for organizations seeking to leverage web data for strategic advantages.

IP2Location is a leading IP geolocation service provider since 2002. It translates IP address to identify country, region, city, latitude & longitude, ZIP code, time zone, connection speed, ISP, domain name, IDD country code, area code, weather station data, mobile network codes (MNC), mobile country codes (MCC), mobile carrier, elevation, usage type, address type, advertising category, VPN and residential proxies. IP2Location has been used by thousands of developers to enrich their applications and web sites. It is available as database, API and bulk services. Please visit our web site for more information.

You need to test traffic, whether you are testing circuit capacity, storm control, QOS, L2/L3 Forwarding, SD-WAN Application Policies, multicast snooping, or any of the many other things network engineers do in their day. The networking industry uses the Ixia/Spirent hardware as its gold standard. You may have even used them at work. Ostinato is used by thousands of network engineers to troubleshoot and verify their networks. Create packets by hand - specify protocols, protocol fields and other parameters to meet your needs. Configure and control several traffic-generating agents using a single controller. Python API with full scripting and automation features - everything you can do in the GUI you can also do through the API.

ProxyMesh offers an affordable, high-quality rotating proxy solution tailored for web scraping, helping users bypass IP bans and rate limits with ease. Operating since 2011, ProxyMesh has become trusted by thousands for providing elite anonymous proxies that use the standard HTTP protocol, allowing seamless integration without software modifications. The proxies boast over 99% uptime and manage hundreds of terabytes of data every month, ensuring reliable performance. With elite level 1 anonymity, all identifying headers are stripped from requests, preventing traceability back to users. ProxyMesh enhances anonymity by rotating outgoing IP addresses with each request, randomly selecting from a pool of IPs at each global proxy location. Each location offers 10 outgoing IP addresses rotated every 12 hours to maintain privacy and security. This design allows web scrapers and automated crawlers to operate swiftly and discreetly. ProxyMesh combines robust privacy with affordability, making it a popular choice for data professionals.

Scapy is an advanced, interactive tool designed for packet manipulation. It excels in crafting and interpreting packets across a multitude of protocols, facilitating their transmission, capturing data, and correlating requests with responses, among various other functionalities. This versatile program can efficiently perform traditional tasks such as scanning, tracerouting, probing, unit testing, executing attacks, and discovering networks, effectively replacing tools like hping, a significant portion of nmap, arpspoof, arp-sk, arping, tcpdump, tshark, and p0f. Furthermore, Scapy stands out in executing specialized tasks that other utilities struggle with, including the transmission of invalid frames and the injection of custom 802.11 frames, as well as employing techniques like VLAN hopping combined with ARP cache poisoning or VOIP decoding over WEP-encrypted channels. It is compatible with various operating systems, including Linux, Windows, OSX, and most Unix variants that utilize libpcap. Notably, the same codebase supports both Python 2 and Python 3, showcasing its versatility. The development of Scapy is managed through the Git version control system, with its primary repository available on GitHub, allowing for collaborative improvements and updates. As a result, users benefit from continuous enhancements that keep pace with the evolving landscape of network security and analysis.

Maximizing your application's performance is a breeze with the FREE trial of Prefix, which incorporates OpenTelemetry. This state-of-the-art open-source observability protocol allows OTel Prefix to enhance application development through seamless ingestion of universal telemetry data, unparalleled observability, and extensive language support. By empowering developers with the capabilities of OpenTelemetry, OTel Prefix propels performance optimization efforts for your entire DevOps team. With exceptional visibility into user environments, new technologies, frameworks, and architectures, OTel Prefix streamlines every phase of code development, app creation, and ongoing performance improvements. Featuring Summary Dashboards, integrated logs, distributed tracing, intelligent suggestions, and the convenient ability to navigate between logs and traces, Prefix equips developers with robust APM tools that can significantly enhance their workflow. As such, utilizing OTel Prefix can lead to not only improved performance but also a more efficient development process overall.

ScrapingBypass API can bypass anti-bot detection. Bypass Cloudflare verification, CAPTCHA, WAF and CC protection. HTTP API and Proxy that comes with a global exclusive high-hidden static proxy IP. Includes interface address and request parameters. Also allows setting Referrer, browser UA and headless status. Support for Python, Curl Java, NodeJS

SigNoz serves as an open-source alternative to Datadog and New Relic, providing a comprehensive solution for all your observability requirements. This all-in-one platform encompasses APM, logs, metrics, exceptions, alerts, and customizable dashboards, all enhanced by an advanced query builder. With SigNoz, there's no need to juggle multiple tools for monitoring traces, metrics, and logs. It comes equipped with impressive pre-built charts and a robust query builder that allows you to explore your data in depth. By adopting an open-source standard, users can avoid vendor lock-in and enjoy greater flexibility. You can utilize OpenTelemetry's auto-instrumentation libraries, enabling you to begin with minimal to no coding changes. OpenTelemetry stands out as a comprehensive solution for all telemetry requirements, establishing a unified standard for telemetry signals that boosts productivity and ensures consistency among teams. Users can compose queries across all telemetry signals, perform aggregates, and implement filters and formulas to gain deeper insights from their information. SigNoz leverages ClickHouse, a high-performance open-source distributed columnar database, which ensures that data ingestion and aggregation processes are remarkably fast. This makes it an ideal choice for teams looking to enhance their observability practices without compromising on performance.

Gain comprehensive insight into your cloud-native and distributed applications, encompassing everything from microservices to serverless setups, allowing for swift identification and resolution of underlying issues. Effortlessly integrate Application Performance Management (APM) to automatically detect anomalies, visualize service dependencies, and streamline the investigation of outliers and unusual behaviors. Enhance your application code with robust support for widely-used programming languages, OpenTelemetry, and distributed tracing methodologies. Recognize performance bottlenecks through automated, curated visual representations of all dependencies, which include cloud services, messaging systems, data storage, and third-party services along with their performance metrics. Investigate anomalies in detail, diving into transaction specifics and various metrics for a more profound analysis of your application’s performance. By employing these strategies, you can ensure that your services run optimally and deliver a superior user experience.

Identify and resolve performance issues and errors within your microservices architecture. Establish connections between root causes by analyzing traces, logs, and metrics. Reduce your costs associated with OpenTelemetry traces through Aspecto's integrated remote sampling feature. The way OTel data is visualized plays a crucial role in enhancing your troubleshooting efficiency. Transition seamlessly from a broad overview to intricate details using top-tier visualization tools. Link logs directly to their corresponding traces effortlessly, maintaining context to expedite issue resolution. Utilize filters, free-text searches, and grouping options to navigate your trace data swiftly and accurately locate the source of the problem. Optimize expenses by sampling only essential data, allowing for trace sampling based on programming languages, libraries, specific routes, and error occurrences. Implement data privacy measures to obscure sensitive information within traces, specific routes, or other critical areas. Moreover, integrate your everyday tools with your operational workflow, including logs, error monitoring, and external event APIs, to create a cohesive and efficient system for managing and troubleshooting issues. This holistic approach not only improves visibility but also empowers teams to tackle problems proactively.

Eliminate delays, pinpoint inefficiencies, and troubleshoot problems effectively. Become a part of a swiftly growing network of global businesses that are realizing up to 20 times the value and return on investment by utilizing KloudMate, far exceeding other observability platforms. Effortlessly track essential metrics, relationships, and identify irregularities through alerts and tracking issues. Swiftly find critical 'break-points' in your application development process to address problems proactively. Examine service maps for each component within your application while revealing complex connections and dependencies. Monitor every request and operation to gain comprehensive insights into execution pathways and performance indicators. Regardless of whether you are operating in a multi-cloud, hybrid, or private environment, take advantage of consolidated Infrastructure monitoring features to assess metrics and extract valuable insights. Enhance your debugging accuracy and speed with a holistic view of your system, ensuring that you can detect and remedy issues more quickly. This approach allows your team to maintain high performance and reliability in your applications.

Phoenix serves as a comprehensive open-source observability toolkit tailored for experimentation, evaluation, and troubleshooting purposes. It empowers AI engineers and data scientists to swiftly visualize their datasets, assess performance metrics, identify problems, and export relevant data for enhancements. Developed by Arize AI, the creators of a leading AI observability platform, alongside a dedicated group of core contributors, Phoenix is compatible with OpenTelemetry and OpenInference instrumentation standards. The primary package is known as arize-phoenix, and several auxiliary packages cater to specialized applications. Furthermore, our semantic layer enhances LLM telemetry within OpenTelemetry, facilitating the automatic instrumentation of widely-used packages. This versatile library supports tracing for AI applications, allowing for both manual instrumentation and seamless integrations with tools like LlamaIndex, Langchain, and OpenAI. By employing LLM tracing, Phoenix meticulously logs the routes taken by requests as they navigate through various stages or components of an LLM application, thus providing a clearer understanding of system performance and potential bottlenecks. Ultimately, Phoenix aims to streamline the development process, enabling users to maximize the efficiency and reliability of their AI solutions.

Pydantic Logfire serves as an observability solution aimed at enhancing the monitoring of Python applications by converting logs into practical insights. It offers valuable performance metrics, tracing capabilities, and a comprehensive view of application dynamics, which encompasses request headers, bodies, and detailed execution traces. Built upon OpenTelemetry, Pydantic Logfire seamlessly integrates with widely-used libraries, ensuring user-friendliness while maintaining the adaptability of OpenTelemetry’s functionalities. Developers can enrich their applications with structured data and easily queryable Python objects, allowing them to obtain real-time insights through a variety of visualizations, dashboards, and alert systems. In addition, Logfire facilitates manual tracing, context logging, and exception handling, presenting a contemporary logging framework. This tool is specifically designed for developers in search of a streamlined and efficient observability solution, boasting ready-to-use integrations and user-centric features. Its flexibility and comprehensive capabilities make it a valuable asset for anyone looking to improve their application's monitoring strategy.

We're Zyte, formerly Scrapinghub! We are the market leader in web data extraction technology. Data is our obsession. What it can do to help businesses. We assist thousands of developers and companies to access accurate, clean data. We can deliver data quickly, reliably, and at scale. Every day, for more that a decade. Our customers can rely on us for reliable data from more than 13 billion web pages every month, including price intelligence, news, media, job listings, entertainment trends, brand monitoring, brand monitoring, and many other services. We were the pioneers in open-source projects like Scrapy, products such as our Smart Proxy Manager (formerly Crawlera), or our end-to-end data extract services. Our remote team of almost 200 developers and extract experts set out to remove data barriers and change the game.