#SQL Sentry

[eitanblumin]

Upcoming Webinars About SQL Server Monitoring

Learn about the benefits of #SQLServer #database #monitoring with our new webinars in partnership with @SolarWinds. Join us for technical showcases and more. #Microsoft #DBA #SqlDBA #SolarWinds #SQLSentry #Webinar #MadeiraData

Thanks to our productive partnership with SolarWinds as part of our Managed Remote DBA Service, we’ve set up two new webinars in our Data Platform Meetup: More Than Downtime: Elevating Your Business with Database MonitoringTUE, JAN 16, 2024, 11:00 AM IST Target audience: C-level executives (including CTOs and CIOs) wanting to learn about the benefits of SQL Server database monitoring, and…

[transcuratorsblog]

How to Choose the Right Security Stack for Your Business Website

In an age where cyberattacks are growing more frequent and sophisticated, a secure website isn’t just a best practice—it’s a business necessity. Whether you're running an eCommerce store, SaaS product, or a company website, your security stack plays a critical role in protecting sensitive data, maintaining customer trust, and ensuring compliance.

A professional Web Development Company will always prioritize building a tailored security framework that addresses both current risks and future vulnerabilities. But how do you decide which tools and layers should be part of your website's defense system?

Let’s break down what a “security stack” means and how to choose the right one for your business.

What Is a Website Security Stack?

A security stack is a layered approach to website protection. It combines various technologies and tools—each targeting a specific set of threats—to create a comprehensive shield around your web infrastructure.

Think of it like a multi-lock system for your home:

One layer protects your doors (authentication)

Another secures your windows (firewalls)

And another watches for unusual activity (monitoring tools)

When configured properly, these layers work together to identify, prevent, and respond to attacks—without compromising website speed or functionality.

1. Start With an SSL/TLS Certificate

This is the most basic, yet crucial, layer. An SSL/TLS certificate encrypts the data exchanged between your website and its users. It ensures that personal information, passwords, and payment details can't be intercepted by third parties.

Make sure:

Your certificate is issued by a trusted Certificate Authority (CA)

It’s renewed automatically

All pages (not just the login or checkout) are secured with HTTPS

Modern browsers now flag non-HTTPS sites as "Not Secure"—a red flag for users and search engines alike.

2. Use a Web Application Firewall (WAF)

A WAF monitors and filters HTTP traffic between your website and the internet. It blocks common threats like SQL injection, cross-site scripting (XSS), and brute-force attacks.

Choose a WAF that:

Offers customizable rules

Supports DDoS protection

Provides real-time traffic analytics

Popular WAFs include Cloudflare, Sucuri, and AWS WAF—each with varying levels of control and reporting. Your development agency can help configure the best fit based on your tech stack and risk exposure.

3. Implement Secure Authentication Protocols

Weak passwords and poorly managed login systems are among the top causes of data breaches. Strengthen this layer with:

Two-Factor Authentication (2FA)

OAuth2 or SSO integrations for enterprise-level users

Rate-limiting and lockout mechanisms for failed login attempts

Make sure admin panels, user dashboards, and CMS backends are protected with hardened authentication protocols—not just simple passwords.

4. Harden Your CMS and Framework

If you’re using platforms like WordPress, Webflow, or custom frameworks like Laravel or Django, security starts with how well the code and plugins are managed.

Best practices include:

Removing unused plugins and themes

Regularly updating core software

Using only trusted third-party packages

Applying role-based access controls

A Web Development Company will often audit your codebase and extensions for hidden vulnerabilities and outdated dependencies.

5. Monitor and Log Everything

Security isn’t static—it requires continuous monitoring. Use log management and monitoring tools to detect suspicious behavior in real time.

Your stack should include:

Application-level logging (failed logins, unusual traffic)

Server and file integrity monitoring

Alerts for changes in configuration or permissions

Tools like Sentry, Datadog, or even open-source solutions like Fail2Ban can help detect threats early before they escalate.

6. Secure Your Hosting Environment

Your server and hosting setup must be as secure as your code. Ensure:

Firewalls are configured at the OS level

SFTP (not FTP) is used for file transfers

Admin panels are IP-restricted or hidden behind VPNs

Automated daily backups are stored off-site

Many breaches happen at the server level due to misconfigured permissions or outdated software—especially on unmanaged VPS environments.

7. Regular Penetration Testing and Updates

Security isn’t a one-time setup. Schedule regular penetration testing and vulnerability scans to identify new risks. Ensure:

Your software dependencies are up-to-date

Security patches are applied immediately

Reports are reviewed and acted upon

This proactive approach protects your business from evolving threats and demonstrates compliance with security standards and regulations.

Conclusion

Choosing the right security stack is not just about installing tools—it's about building a customized, layered defense system that protects your website from every angle. From SSL certificates and firewalls to authentication protocols and monitoring tools, each element plays a role in safeguarding your digital assets.

To ensure nothing is overlooked, work with a Web Development Company that specializes in security-first development. With the right guidance and configuration, your website can stay protected, performant, and trusted—no matter how fast your business grows.

[pentesttestingcorp]

Insufficient Logging in Symfony: A Real Threat to Web Security

In the fast-moving world of Symfony web development, one security concern that often slips under the radar is Insufficient Logging and Monitoring in Symfony. This issue might seem subtle, but it's a common entry point for attackers and a key item in the OWASP Top 10 vulnerabilities list.

In this guide, we’ll explore this vulnerability in-depth, show you real-world code examples, how to fix it, and how to identify it using our free website security scanner tool.

—

🚨 What Is Insufficient Logging and Monitoring in Symfony?

When Symfony applications fail to log important events or do not monitor for suspicious behavior, they leave the system blind to attacks. Without proper logging, brute force attempts, SQL injections, or unauthorized access might never be detected until it’s too late.

—

🔍 Real-World Impact

Lack of visibility means:

Delayed detection of breaches

Inability to perform forensic analysis

Missed opportunities to block malicious IPs

Non-compliance with data protection laws

—

🧪 Common Symfony Logging Misconfigurations

Here’s an example where Symfony logs only errors and skips warnings or unusual activity like failed login attempts:

// config/packages/monolog.yaml monolog: handlers: main: type: stream path: "%kernel.logs_dir%/%kernel.environment%.log" level: error # Only logs errors, not warnings or suspicious activity

❌ This is bad practice. You miss critical info like authentication failures.

—

✅ Recommended Logging Configuration in Symfony

To mitigate insufficient logging and monitoring in Symfony, use a more inclusive logging level and a dedicated channel for security events:

# config/packages/monolog.yaml monolog: channels: ['security'] handlers: main: type: stream path: "%kernel.logs_dir%/%kernel.environment%.log" level: debug security: type: stream path: "%kernel.logs_dir%/security.log" channels: ["security"] level: info

This config logs:

Authentication failures

Role change attempts

User impersonation attempts

—

🛡️ Adding Event Listeners for Better Monitoring

Add event listeners for Symfony’s security events like login attempts:

// src/EventListener/LoginListener.php namespace App\EventListener; use Symfony\Component\Security\Http\Event\InteractiveLoginEvent; use Psr\Log\LoggerInterface; class LoginListener { private $logger; public function __construct(LoggerInterface $logger) { $this->logger = $logger; } public function onSecurityInteractiveLogin( InteractiveLoginEvent $event) { $user = $event->getAuthenticationToken()->getUser(); $this->logger->info('User logged in: '.$user- >getUsername()); } }

Then register it as a service:

# config/services.yaml services: App\EventListener\LoginListener: tags: - { name: kernel.event_listener, event: security.interactive_login, method: onSecurityInteractiveLogin }

—

⚠️ Detecting Insufficient Logging Using Our Free Tool

If you're unsure whether your app is properly logging security events, run your website through our Free Website Security Checker at:

👉 https://free.pentesttesting.com/

It’ll provide you with a detailed report on missing headers, outdated software, misconfigurations, and yes—even missing logging patterns.

—

🖼️ Screenshot of the Website Vulnerability Scanner webpage

Free Website Security Checker Tool by Pentest Testing

🖼️ Screenshot of a vulnerability report generated by the tool to check Website Vulnerability

Security Report Showing Missing Logging in Symfony App

—

🔄 Symfony and External Monitoring Tools

Pair your logging with external monitoring tools like:

ELK Stack (Elasticsearch + Logstash + Kibana)

Sentry (for PHP exceptions)

Graylog

Datadog

Set up alert thresholds to detect brute-force attacks and anomalous login spikes.

—

🧠 Best Practices to Prevent Logging Failures

🔐 Never log sensitive data (e.g., passwords or tokens)

📶 Log all authentication events, both successful and failed

⏰ Monitor logs in real time

🛠️ Rotate and archive logs securely

✅ Ensure logging is enabled in production too!

—

📢 Don’t Miss: Our Web App Penetration Testing Services

Want a professional team to audit your Symfony app for vulnerabilities like insufficient logging and monitoring?

We offer tailored, expert-led services at 👉 https://www.pentesttesting.com/web-app-penetration-testing-services/

✅ Manual + Automated Testing ✅ Detailed Reporting with Fix Recommendations ✅ Quick Turnaround & Post-Test Support

—

📰 Subscribe for Weekly Cybersecurity Tips

Get tips like this every week. Subscribe to our official LinkedIn newsletter here 👉 Subscribe on LinkedIn

—

🗂️ Related Reads on Our Blog

Explore more Symfony-specific security vulnerabilities and fixes on our blog: 👉 Pentest Testing Blog

Popular Reads:

Preventing SQL Injection in Symfony

Fixing CSRF Vulnerabilities in Symfony Forms

Authentication Best Practices in Symfony

—

🔗 Share this post with your dev team, and make sure your Symfony logs aren’t leaving the backdoor wide open.

[viswesh2125]

Sky Appz Academy: Best Full Stack Development Training in Coimbatore

Revolutionize Your Career with Top-Class Full Stack Training

With today's digital-first economy, Full Stack developers have emerged as the pillars of the technology sector. Sky Appz Academy in Coimbatore is at the cutting edge of technology training with a full-scale Full Stack Development course that makes beginners job-ready professionals. Our 1000+ hour program is a synergy of theoretical training and hands-on practice, providing students with employers' sought skills upon graduation.

Why Full Stack Development Should be Your Career?

The technological world is transforming at a hitherto unknown speed, and Full Stack developers are the most skilled and desired experts in the job market today. As per recent NASSCOM reports:

High Demand: There is a 35% year-over-year rise in Full Stack developer employment opportunities

Lucrative Salaries: Salary ranges for junior jobs begin from ₹5-8 LPA, while mature developers get ₹15-25 LPA

Career Flexibility: Roles across startups, businesses, and freelance initiatives

Future-Proof Skills: Full Stack skills stay up-to-date through technology changes

At Sky Appz Academy, we've structured our course work to not only provide coding instructions, but also to develop problem-solving skills and engineering thinking necessary for long-term professional success.

In-Depth Full Stack Course

Our carefully structured program encompasses all areas of contemporary web development:

Frontend Development (300+ hours)

•Core Foundations: HTML5, CSS3, JavaScript (ES6+)

•Advanced Frameworks: React.js with Redux, Angular

•Responsive Design: Bootstrap 5, Material UI, Flexbox/Grid

•State Management: Context API, Redux Toolkit

•Progressive Web Apps: Service workers, offline capabilities

Backend Development (350+ hours)

•Node.js Ecosystem: Express.js, NestJS

•Python Stack: Django REST framework, Flask

•PHP Development: Laravel, CodeIgniter

•API Development: RESTful services, GraphQL

•Authentication: JWT, OAuth, Session management

Database Systems (150+ hours)

•SQL Databases: MySQL, PostgreSQL

•NoSQL Solutions: MongoDB, Firebase

•ORM Tools: Mongoose, Sequelize

•Database Design: Normalization, Indexing

•Performance Optimization: Query tuning, caching

DevOps & Deployment (100+ hours)

•Cloud Platforms: AWS, Azure fundamentals

•Containerization: Docker, Kubernetes basics

•CI/CD Pipelines: GitHub Actions, Jenkins

• Performance Monitoring: New Relic, Sentry

• Security Best Practices: OWASP top 10

What Sets Sky Appz Academy Apart?

1)Industry-Experienced Instructors

• Our faculty includes senior developers with 8+ years of experience

• Regular guest lectures from CTOs and tech leads

• 1:1 mentorship sessions for personalized guidance

Project-Based Learning Approach

• 15+ mini-projects throughout the course

• 3 major capstone projects

• Real-world client projects for select students

• Hackathons and coding competitions

State-of-the-Art Infrastructure

• Dedicated coding labs with high-end systems

• 24/7 access to learning resources

• Virtual machines for cloud practice

•\tNew software and tools

Comprehensive Career Support

•Resume and LinkedIn profile workshops

•Practice technical interviews (100+ held every month)

•Portfolio development support

•Private placement drives with 150+ recruiters

•Access to alumni network

Detailed Course Structure

•Month 1-2: Building Foundations

•Web development basics

•JavaScript programming logic

•Version control using Git/GitHub

•Algorithms and data structures basics

Month 3-4: Core Development Skills

•Frontend frameworks in-depth

•Backend architecture patterns

•Database design and implementation

•API development and integration

Month 5-6: Advanced Concepts & Projects

•Microservices architecture

•Performance optimization

•Security implementation

•Deployment strategies

•Capstone project development

Career Outcomes and Placement Support

•Our graduates have been placed successfully in positions such as:

•Full Stack Developer

•Frontend Engineer

•Backend Specialist

•Web Application Developer

•UI/UX Engineer

•Software Developer

Placement Statistics (2024 Batch):

•94% placement rate within 3 months

•Average starting salary: ₹6.8 LPA

•Highest package: ₹14.5 LPA

•150+ hiring partners including startups and MNCs

Our placement cell, dedicated to serving our students, offers:

•Regular recruitment drives

•Profile matching with company needs

•Salary negotiation support

•Continuous upskilling opportunities

Flexible Learning Options

•Understanding the varied needs of our students, we provide:

•Weekday Batch: Monday-Friday (4 hours/day)

• Weekend Batch: Sat-Sun (8 hours/day)

• Hybrid Model: Blend online and offline learning

• Self-Paced Option: For working professionals

Who Should Enroll?

Our course is perfect for:

• Fresh graduates interested in tech careers

• Working professionals who wish to upskillCareer changers joining IT field

• Entrepreneurs to create their own products

• Freelancers who wish to increase service offerings

Admission Process

Application: Fill online application

Counseling: Career counseling session

Assessment: Simple aptitude test

Enrollment: Payment of fees and onboarding

EMI options available

Scholarships for deserving students

Group discounts applicable

Why Coimbatore for Tech Education?

•Coimbatore has become South India's budding tech hub with:

•300+ IT organizations and startups

•Lower cost of living than metros

•Vibrant developer community

•Very good quality of life

Take the First Step Toward Your Dream Career

Sky Appz Academy's Full Stack Development course is not just a course - it is a career change experience. With our industry-relevant course material, experienced mentors, and robust placement assistance, we bring you all it takes to shine in the modern-day competitive tech industry.

Limited Seats Left! Come over to our campus at Gandhipuram or speak with one of our counselors today to plan a demo class and see how we can guide you to become successful in technology.

Contact Information:

Sky Appz Academy

123 Tech Park Road, Gandhipuram

Coimbatore - 641012

Website: www.skyappzacademy.com

Frequently Asked Questions

Q: Do we need programming background?

A: No, but basic computer know-how is required.

Q: What is the class size?

A: We maintain 15:1 student-teacher ratio for personalized attention.

Q: Do you provide certification?

A: Yes, course completion certificate with project portfolio.

Q: Are there installment options?

A: Yes, we offer convenient EMI plans.

Q: What if I miss classes?

A: Recorded sessions and catch-up classes are available.

Enroll Now!

By

Skyappzacademy

[mdliton123]

对新代码进行强制性同行评审，以尽早发现错误。测试：确保进行全面的单元、集成、性能和用户验收测试。监控：使用 Sentry 等工具主动监控应用发布后的性能以识别问题。安全审计：定期进行审计，检查漏洞、过时的库、密钥/机密管理等。代码安全：要求采用最佳安全实践，包括输入验证、SQL 参数化和加密。法律合规性：验证移动

[akhil-1]

Data Engineer Course in Ameerpet | Data Analyst Course in Hyderabad

Analyse Big Data with Hadoop

AWS Data Engineering with Data Analytics involves leveraging Amazon Web Services (AWS) cloud infrastructure to design, implement, and optimize robust data engineering pipelines for large-scale data processing and analytics. This comprehensive solution integrates AWS services like Amazon S3 for scalable storage, Amazon Glue for data preparation, and AWS Lambda for server less computing. By combining data engineering principles with analytics tools such as Amazon Redshift or Athena, businesses can extract valuable insights from diverse data sources. Analyzing big data with Hadoop involves leveraging the Apache Hadoop ecosystem, a powerful open-source framework for distributed storage and processing of large datasets. Here is a general guide to analysing big data using Hadoop

AWS Data Engineering Online Training

Set Up Hadoop Cluster:

Install and configure a Hadoop cluster. You'll need a master node (NameNode) and multiple worker nodes (DataNodes). Popular Hadoop distributions include Apache Hadoop, Cloudera, Hortonworks, and Map.

Store Data in Hadoop Distributed File System (HDFS):

Ingest large datasets into Hadoop Distributed File System (HDFS), which is designed to store massive amounts of data across the distributed cluster.

Data Ingestion:

Choose a method for data ingestion. Common tools include Apache Flume, Apache Sqoop, and Apache NiFi. These tools can help you move data from external sources (e.g., databases, logs) into HDFS.

Processing Data with Map Reduce:

Write Map Reduce programs or use higher-level languages like Apache Pig or Apache Hive to process and analyse data. Map Reduce is a programming model for processing and generating large datasets that can be parallelized across a Hadoop cluster.                                                AWS Data Engineering Training

Utilize Spark for In-Memory Processing:

Apache Spark is another distributed computing framework that can be used for in-memory data processing. Spark provides higher-level APIs in languages like Scale, Python, and Java, making it more accessible for developers.

Query Data with Hive:

Apache Hive allows you to write SQL-like queries to analyse data stored in Hadoop. It translates SQL queries into Map Reduce or Spark jobs, making it easier for analysts familiar with SQL to work with big data.

Implement Machine Learning:

Use Apache Mahout or Apache Spark Millie to implement machine learning algorithms on big data. These libraries provide scalable and distributed machine learning capabilities.                            Data Engineer Training in Hyderabad

Visualization:

Employ tools like Apache Zeppelin, Apache Superset, or integrate with business intelligence tools to visualize the analysed data. Visualization is crucial for gaining insights and presenting results.

Monitor and Optimize:

Implement monitoring tools like Apache Amari or Cloudera Manager to track the performance of your Hadoop cluster. Optimize configurations and resources based on usage patterns.

Security and Governance:

Implement security measures using tools like Apache Ranger or Cloudera Sentry to control access to data and ensure compliance. Establish governance policies for data quality and privacy.                    Data Engineer Course in Ameerpet

Scale as Needed:

Hadoop is designed to scale horizontally. As your data grows, add more nodes to the cluster to accommodate increased processing requirements.

Stay Updated:

Keep abreast of developments in the Hadoop ecosystem, as new tools and enhancements are continually being introduced.

Analyzing big data with Hadoop requires a combination of data engineering, programming, and domain expertise. It's essential to choose the right tools and frameworks based on your specific use case and requirements.

Visualpath is the Leading and Best Institute for AWS Data Engineering Online Training, Hyderabad. We AWS Data Engineering Training provide  you will get the best course at an affordable cost.

Attend Free Demo

Call on - +91-9989971070.

Visit : https://www.visualpath.in/aws-data-engineering-with-data-analytics-training.html

[tittalisting]

Elixir ecto

#Elixir ecto update

#Elixir ecto password

#Elixir ecto password

Authentication credentials, like your AWS password or key.PII (Personally Identifiable Information) such as a user's name or email address, which post-GDPR should be on every company's mind.These are some great examples for data scrubbing that every company should think about: That is, you would typically use put_assoc when you want to connectĪ record to one or more records that already exist in the database.As with any third-party service it’s important to understand what data is being sent to Sentry, and where relevant ensure sensitive data either never reaches the Sentry servers, or at the very least it doesn’t get stored. The association "references", not the data.

#Elixir ecto update

The crucial distinction is that put_assoc is designed to update However, upon closer examination, it turns out to be almost Defining Associations: put_assocĪt first glance, put_assoc is in many ways similar to cast_assoc: it also works on a whole associationĪnd requires you to pre-load records to be updated. Limiting the impact of cast_assoc to a subset of associated records. Well when you use preload as a subset of records with Repo.preload(:comments, query). However, you are not restricted to preloading a complete association. An important thing to note here is thatĮcto will not preload data on its own, so to make use of cast_assoc, you need to remember to call preloadīeforehand. The row with the ID of 11 was left unchanged because it matches preloaded values. INSERT a comment with a body "Interesting" and assign it a new id.UPDATE the comment with the id of 12 and set body to "Thank you for the post".Params = % post |> cast (params, ) |> cast_assoc ( :comments )Įxecuting this changeset results in three calls to the database: In that case, your models would look something like this. To give a concrete example, let's assume we work with two models, Post and Comment, where multiple comments can You treat the relation column as a normal database field. In a situation where you have the target ID, Ecto lets Working with associations doesn't always have to be complex. For a more in-depth comparison between ActiveRecord and Ecto,Ĭheck out this excellent ActiveRecord vs. The result is a somewhat higher learning curve,īut also, significantly increased flexibility. Records together and perform other tasks that ORM would try to automate. Ecto relies on a developer to formatĪnd validate the data to conform with the database schema, craft queries that use indexes efficiently, associate the It provides an Elixir syntax for crafting SQL queries themselves. The core conceptual difference is that Ecto does not intend to abstract away the database operations, instead, The precision of hand-crafted SQL queries.Įcto essentially provides the same tradeoff but leans much closer to the side of hand-crafted SQL queries. In this sense, ORMs propose a tradeoff between the convenience of language-native syntax and To achieve that, ORMs often perform complex transformations behind-the-scenes, which sometimes leads to suboptimalĭatabase performance. Traditional ORMs take on the massively complicated task of "masking"ĭata-related operations, giving developers the illusion of working with language-native data containers. The goal of this post is to give a short but definitive answer to such questions in a few of the most common The technical terminology in Ecto's official documentation. Online communities, choosing the right one can often be challenging, especially if the user is not yet accustomed to Judging from the number of questions about cast_assoc, put_assoc and build_assoc on StackOverflow and other Ecto provides multipleįunctions for establishing and modifying associations between records, each tailored to the particular use-case. Data modeling in Ecto takes a bit of getting used to, especially for developers that have mostly beenįor many novice Ecto users, association-related operations become the first stumbling stone.

[fusiontechnologyankush]

SQL Server Performance Monitoring Tools and Software Market 2022 Global Industry Share, Growth, Drivers, Emerging Technologies, and Forecast Research Report 2028

SQL Server Performance Monitoring Tools and Software Market Overview:

A New Market Study, Titled “SQL Server Performance Monitoring Tools and Software Market Upcoming Trends, Growth Drivers and Challenges” has been featured on fusionmarketresearch.

The SQL Server Performance Monitoring Tools and Software Market report is latest report published by Fusion Market Research which provides comprehensive information, overview of the demands and describe Impact of Covid-19 on the market during the forecast period 2022–2028.

At the beginning of a recently published report on the global SQL Server Performance Monitoring Tools and Software Market, extensive analysis of the industry has been done with an insightful explanation. The overview has explained the potential of the market and the role of key players that have been portrayed in the information that revealed the applications and manufacturing technology required for the growth of the global SQL Server Performance Monitoring Tools and Software Market.

Get Free Sample Report @ https://www.fusionmarketresearch.com/sample_request/SQL-Server-Performance-Monitoring-Tools-and-Software-Market/39789

The major players included in the report are Solarwinds Idera Lepide Heroix Longitude SQL Power Tools Red-Gate Sentry One (SQL Sentry) dbForge Monitor by Devart Navicat Monitor

Based on the type of product, the global SQL Server Performance Monitoring Tools and Software market segmented into Cloud, SaaS, Web On Premise

Based on the end-use, the global SQL Server Performance Monitoring Tools and Software market classified into Technology & IT Financial Services Consumer & Retail Government Healthcare Manufacturing Other Industry

Based on geography, the global SQL Server Performance Monitoring Tools and Software market segmented into North America (United States, Canada and Mexico) Europe (Germany, UK, France, Italy, Russia and Spain etc.) Asia-Pacific (China, Japan, Korea, India, Australia and Southeast Asia etc.) South America (Brazil, Argentina and Colombia etc.) Middle East & Africa (South Africa, UAE and Saudi Arabia etc.)

Enquiry before buying Report @ https://www.fusionmarketresearch.com/enquiry.php/SQL-Server-Performance-Monitoring-Tools-and-Software-Market/39789

Table of Contents

1 RESEARCH SCOPE 1.1 Research Product Definition 1.2 Research Segmentation 1.2.1 Product Type 1.2.2 Main product Type of Major Players 1.3 Demand Overview 1.4 Research Methodology

2 GLOBAL SQL Server Performance Monitoring Tools and Software INDUSTRY 2.1 Summary about SQL Server Performance Monitoring Tools and Software Industry

2.2 SQL Server Performance Monitoring Tools and Software Market Trends 2.2.1 SQL Server Performance Monitoring Tools and Software Production & Consumption Trends 2.2.2 SQL Server Performance Monitoring Tools and Software Demand Structure Trends 2.3 SQL Server Performance Monitoring Tools and Software Cost & Price

3 MARKET DYNAMICS 3.1 Manufacturing & Purchasing Behavior in 2020 3.2 Market Development under the Impact of COVID-19 3.2.1 Drivers 3.2.2 Restraints 3.2.3 Opportunity 3.2.4 Risk

4 GLOBAL MARKET SEGMENTATION 4.1 Region Segmentation (2017 to 2021f) 4.1.1 North America (U.S., Canada and Mexico) 4.1.2 Europe (Germany, UK, France, Italy, Rest of Europe) 4.1.3 Asia-Pacific (China, India, Japan, South Korea, Southeast Asia, Australia, Rest of Asia Pacific) 4.1.4 South America (Brazil,, Argentina, Rest of Latin America) 4.1.5 Middle East and Africa (GCC, North Africa, South Africa, Rest of Middle East and Africa) 4.2 Product Type Segmentation (2017 to 2021f) 4.2.1 Cloud, SaaS, Web 4.2.2 On Premise 4.3 Consumption Segmentation (2017 to 2021f) 4.3.1 Technology & IT 4.3.2 Financial Services 4.3.3 Consumer & Retail 4.3.4 Government 4.3.5 Healthcare 4.3.6 Manufacturing 4.3.7 Other Industry

5 NORTH AMERICA MARKET SEGMENT 5.1 Region Segmentation (2017 to 2021f) 5.1.1 U.S. 5.1.2 Canada 5.1.3 Mexico 5.2 Product Type Segmentation (2017 to 2021f) 5.2.1 Cloud, SaaS, Web 5.2.2 On Premise 5.3 Consumption Segmentation (2017 to 2021f) 5.3.1 Technology & IT 5.3.2 Financial Services 5.3.3 Consumer & Retail 5.3.4 Government 5.3.5 Healthcare 5.3.6 Manufacturing 5.3.7 Other Industry 5.4 Impact of COVID-19 in North America

What our report offers: – Market share assessments for the regional and country-level segments – Strategic recommendations for the new entrants – Covers Market data for the years 2020, 2021, 2022, 2025, and 2028 – Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations) – Strategic recommendations in key business segments based on the market estimations – Competitive landscaping mapping the key common trends – Company profiling with detailed strategies, financials, and recent developments – Supply chain trends mapping the latest technological advancements

Free Customization Offerings: All the customers of this report will be entitled to receive one of the following free customization options: • Company Profiling o Comprehensive profiling of additional market players (up to 3) o SWOT Analysis of key players (up to 3) • Regional Segmentation o Market estimations, Forecasts and CAGR of any prominent country as per the client’s interest (Note: Depends on feasibility check) • Competitive Benchmarking o Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

[terrilimited]

Razorsql vs dbeaver

#Razorsql vs dbeaver how to

#Razorsql vs dbeaver software

Other Navicat versions specialize in Postgres, Oracle, and SQL Server databases.

Navicat for MySQL A database administration interface that can manage instances in many different locations and organize distributed and replicated databases.

SentryOne SQL Sentry (FREE TRIAL) A monitoring system for SQL Server that can supervise instances on cloud platforms, on virtualizations, and on Linux as well as Windows.

ManageEngine Applications Manager (FREE TRIAL) This monitoring tool tracks the system usage of DBMSs, their internal performance issues, database structures, SQL performance, and the interaction of the database with other applications.

Site24x7 SQL Server Monitoring (FREE TRIAL) A monitoring system for networks, servers, applications, and websites that includes database monitoring.

It includes a query builder and an optimizer that helps you improve both database structures and queries.

Aquafold Aqua Data Studio (FREE TRIAL) This package is a database design and creation tool for databases, both relational and NoSQL.

This cloud-based system is great for root cause analysis of database issues with alerting systems that you can set for leaving your database unattended.

Datadog Database Monitoring (FREE TRIAL) Leading database management system that features database and query optimization systems.

This tool uses threshold alerting for database status monitoring and AI techniques for tuning recommendations.

#Razorsql vs dbeaver how to

SolarWinds Database Performance Analyzer EDITOR’S CHOICE A live monitor plus a query optimizer that is also able to produce recommendations on how to tune a database for better response times.Here is our list of the best database management software: Sophisticated interfaces to new database tools make it easier for anyone in the business to create and run a database – you no longer need a specialist database technician or Database Administrator.

#Razorsql vs dbeaver software

If you are starting to look around for software to meet your business needs, you are going to encounter a lot of options that have a database system as their base. A graphical user interface gives you a much better way of checking the status of your database and managing it properly with better visibility. It is difficult to get an overview of your data through command line SQL. The Database Management System ( DBMS) is the software that formats data for storage in databases and gives access to it through data retrieval methods. Websites need databases and Enterprise Resource Planning ( ERP) systems need them. Databases are widely used by businesses to store reference data and track transactions.

[mainsengineer]

Sql server option recompile

SQL SERVER OPTION RECOMPILE SOFTWARE

SQL SERVER OPTION RECOMPILE CODE

SQL SERVER OPTION RECOMPILE FREE

I’m also available for consulting if you just don’t have time for that and need to solve performance problems quickly. I’m offering a 75% discount on to my blog readers if you click from here. If this is the kind of SQL Server stuff you love learning about, you’ll love my training. I’m not mad.Īnd yeah, there’s advances in SQL Server 20 that start to address some issues here, but they’re still imperfect. Using a plan guide doesn’t interfere with that precious vendor IP that makes SQL Server unresponsive every 15 minutes.

Plan Guides: An often overlooked detail of plan guides is that you can attach hints to them, including recompile.

You can single out troublesome queries to remove specific plans.

DBCC FREEPROCCACHE: No, not the whole cache.

Sure, you might be able to sneak a recompile hint somewhere in the mix even if it’d make the vendor upset.

SQL SERVER OPTION RECOMPILE SOFTWARE

For third party vendors who have somehow developed software that uses SQL Server for decades without running into a single best practice even by accident, it’s often harder to get those changes through. And yeah, sometimes there’s a good tuning option for these, like changing or adding an index, moving parts of the query around, sticking part of the query in a temp table, etc.īut all that assumes that those options are immediately available. Those are very real problems that I see on client systems pretty frequently.

SQL SERVER OPTION RECOMPILE CODE

CPU spikes for high-frequency execution queries: Maybe time for caching some stuff, or getting away from the kind of code that executes like this (scalar functions, cursors, etc.)īut for everything in the middle: a little RECOMPILE probably won’t hurt that bad.Sucks less if you have a monitoring tool or Query Store. No plan history in the cache (only the most recent plan): Sucks if you’re looking at the plan cache.Long compile times: Admittedly pretty rare, and plan guides or forced plans are likely a better option.Not necessarily caused by recompile, but by not re-using plans. Here are some problems you can hit with recompile. But as I list them out, I’m kinda shrugging. Obviously, you can run into problems if you (“you” includes Entity Framework, AKA the Database Demolisher) author the kind of queries that take a very long time to compile. And if you put it up against the performance problems that you can hit with parameter sniffing, I’d have a hard time telling someone strapped for time and knowledge that it’s the worst idea for them. You can do it in SSMS as well, but Plan Explorer is much nicer.It’s been a while since SQL Server has had a real RECOMPILE problem. Look at details of each operator in the plan and you should see what is going on.

SQL SERVER OPTION RECOMPILE FREE

I would recommend to look at both actual execution plans in the free SQL Sentry Plan Explorer tool. Without OPTION(RECOMPILE) optimiser has to generate a plan that is valid (produces correct results) for any possible value of the parameter.Īs you have observed, this may lead to different plans. If there are a lot of values in the table that are equal to 1, it would choose a scan. If there is only one value in the table that is equal to 1, most likely it will choose a seek. Also, optimiser knows statistics of the table and usually can make a better decision. It does not have to be valid for any other value of the parameter. The generated plan has to be valid for this specific value of the parameter. With OPTION(RECOMPILE) optimiser knows the value of the variable and essentially generates the plan, as if you wrote: SELECT * And simple (7 rows) and actual statistics. With OPTION (RECOMPILE) it uses the key lookup for the D table, without it uses scan for D table. INSERT INTO D (idH, detail) VALUES 'nonononono') INSERT INTO H (header) VALUES ('nonononono') The script is: Create two tables: CREATE TABLE H (id INT PRIMARY KEY CLUSTERED IDENTITY(1,1), header CHAR(100))ĬREATE TABLE D (id INT PRIMARY KEY CLUSTERED IDENTITY(1,1), idH INT, detail CHAR(100)) I am lost why execution plan is different if I run query with option recompile to compare to same query (with clean proc cache) without option recompile.

[jakeparalta90]

SQL Server Monitoring Tools Market Development, Segment by Type, Region, Current Situation Market Size, Market Industry Market Forecast 2030

Report Summary

The SQL Server Monitoring Tools Market report provides a detailed analysis of global market size, regional and country-level market size, segmentation market growth, market share, competitive Landscape, sales analysis, impact of domestic and global market players, value chain optimization, trade regulations, recent developments, opportunities analysis, strategic market growth analysis, product launches, area marketplace expanding, and technological innovations.

Get Free Sample Report @ https://www.fusionmarketresearch.com/sample_request/SQL-Server-Monitoring-Tools-Market/39788

The report offers detailed coverage of SQL Server Monitoring Tools industry and main market trends with impact of coronavirus. The market research includes historical and forecast market data, demand, application details, price trends, and company shares of the leading SQL Server Monitoring Tools by geography. The report splits the market size, by volume and value, on the basis of application type and geography.

At the same time, we classify SQL Server Monitoring Tools according to the type, application by geography. More importantly, the report includes major countries market based on the type and application. Finally, the report provides detailed profile and data information analysis of leading SQL Server Monitoring Tools company.

The major players included in the report are Solarwinds Idera Lepide Heroix Longitude SQL Power Tools Red-Gate Sentry One (SQL Sentry) dbForge Monitor by Devart Navicat Monitor Paessler PRTG

Based on the type of product, the global SQL Server Monitoring Tools market segmented into Cloud, SaaS, Web On Premise

Based on the end-use, the global SQL Server Monitoring Tools market classified into Technology & IT Financial Services Consumer & Retail Government Healthcare Manufacturing Other Industry

Based on geography, the global SQL Server Monitoring Tools market segmented into North America (United States, Canada and Mexico) Europe (Germany, UK, France, Italy, Russia and Spain etc.) Asia-Pacific (China, Japan, Korea, India, Australia and Southeast Asia etc.) South America (Brazil, Argentina and Colombia etc.) Middle East & Africa (South Africa, UAE and Saudi Arabia etc.)

Table of Contents

1 RESEARCH SCOPE 1.1 Research Product Definition 1.2 Research Segmentation 1.2.1 Product Type 1.2.2 Main product Type of Major Players 1.3 Demand Overview 1.4 Research Methodology

2 GLOBAL SQL Server Monitoring Tools INDUSTRY 2.1 Summary about SQL Server Monitoring Tools Industry

2.2 SQL Server Monitoring Tools Market Trends 2.2.1 SQL Server Monitoring Tools Production & Consumption Trends 2.2.2 SQL Server Monitoring Tools Demand Structure Trends 2.3 SQL Server Monitoring Tools Cost & Price

3 MARKET DYNAMICS 3.1 Manufacturing & Purchasing Behavior in 2020 3.2 Market Development under the Impact of COVID-19 3.2.1 Drivers 3.2.2 Restraints 3.2.3 Opportunity 3.2.4 Risk

4 GLOBAL MARKET SEGMENTATION 4.1 Region Segmentation (2017 to 2021f) 4.1.1 North America (U.S., Canada and Mexico) 4.1.2 Europe (Germany, UK, France, Italy, Rest of Europe) 4.1.3 Asia-Pacific (China, India, Japan, South Korea, Southeast Asia, Australia, Rest of Asia Pacific) 4.1.4 South America (Brazil,, Argentina, Rest of Latin America) 4.1.5 Middle East and Africa (GCC, North Africa, South Africa, Rest of Middle East and Africa) 4.2 Product Type Segmentation (2017 to 2021f) 4.2.1 Cloud, SaaS, Web 4.2.2 On Premise 4.3 Consumption Segmentation (2017 to 2021f) 4.3.1 Technology & IT 4.3.2 Financial Services 4.3.3 Consumer & Retail 4.3.4 Government 4.3.5 Healthcare 4.3.6 Manufacturing 4.3.7 Other Industry

5 NORTH AMERICA MARKET SEGMENT 5.1 Region Segmentation (2017 to 2021f) 5.1.1 U.S. 5.1.2 Canada 5.1.3 Mexico 5.2 Product Type Segmentation (2017 to 2021f) 5.2.1 Cloud, SaaS, Web 5.2.2 On Premise 5.3 Consumption Segmentation (2017 to 2021f) 5.3.1 Technology & IT 5.3.2 Financial Services 5.3.3 Consumer & Retail 5.3.4 Government 5.3.5 Healthcare 5.3.6 Manufacturing 5.3.7 Other Industry 5.4 Impact of COVID-19 in North America

What our report offers: – Market share assessments for the regional and country-level segments – Strategic recommendations for the new entrants – Covers Market data for the years 2020, 2021, 2022, 2025, and 2030 – Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations) – Strategic recommendations in key business segments based on the market estimations – Competitive landscaping mapping the key common trends – Company profiling with detailed strategies, financials, and recent developments – Supply chain trends mapping the latest technological advancements

Free Customization Offerings:       All the customers of this report will be entitled to receive one of the following free customization options: • Company Profiling o Comprehensive profiling of additional market players (up to 3) o SWOT Analysis of key players (up to 3) • Regional Segmentation o Market estimations, Forecasts and CAGR of any prominent country as per the client’s interest (Note: Depends on feasibility check) • Competitive Benchmarking o Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Related Reports :          

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Forging Press Machine Market :  

  https://www.newstrail.com/forging-press-machine-market/

[jobuganda]

Immutable Uganda Jobs 2022 – Fresher SupportEngineer

Job Title: Support Engineer – Immutable Uganda Jobs 2022 Organization: Immutable Location: Remote     Immutable Profile: Immutable is a global technology company, powering the world of NFTs on Ethereum. We are on a mission to be the number one ecosystem for NFTs which empowers and rewards users.  Founded in 2018, Immutable is one of Australia’s fastest-growing startups to hit unicorn status, having raised more than AUD $300M+ and valued at AUD $3.5 billion. Currently, the Immutable Group consists of Immutable X and the Game Studio. Immutable X is the first and leading Layer 2 scaling solution for NFTs on Ethereum, with zero gas fees & is 100% carbon neutral. The Immutable Studio creates games on blockchain technologies to allow for true, digital ownership; including the world’s first NFT trading-card game, Gods Unchained, and Guild of Guardians. It is our ambition to make digital worlds real; we have incredible global growth plans as we strive to become the number one ecosystem for NFTs. Come and join us as we pioneer in this space!     Job Summary: We are looking for a Support Engineer to join our global team. This is a very hands-on, technical role, that is much broader than a typical ticket-based support position. Our support engineers are directly responsible for helping people use and Integrate with Immutable X and they drive for the best possible end-to-end customer experience.     Roles and Responsibilities: - Develop deep knowledge of our platform, APIs, and use-cases, you will use this knowledge to resolve technical questions and take every opportunity to contribute to the success of our platform. - Be part of our founding team of support engineers improving our proactive, self-serve, and human support capabilities. - Identify operational trends and work with cross-functional teams to drive product improvements and contribute to key support initiatives - Create and curate public knowledge-base articles and internal documentation to help our customers and team move faster. - Resolve both technical and non-technical questions from our customers in a timely manner, handling escalations from our Level 1 support team, troubleshooting, identifying, and escalating issues to our engineering team, supporting Incident Management. - Efficiently manage workloads, balancing customer issues, and queue health. - Proactively work on innovative solutions that improve support operations and customer outcomes.     Minimum Qualifications: - 1-3 years experience working in a highly technical support role, interacting with customers verbally and in writing. - 1-3 years experience with programming, server-side scripting - Troubleshooting experience for an API-based product, familiar with programming & REST APIs - Experience using browser developer tools to diagnose issues with web applications - Previous experience with databases & writing SQL queries. - Previous experience with debugging tools (eg NewRelic, Sentry) - Strong verbal & written communication skills - Previous experience in a customer-facing technical role Some extra skills that would be awesome: - Experience working in a startup environment - Web3/Crypto background - AAA Gaming or Web3-Gaming background - Involved in NFT project A bit about the team: This role will be part of the Immutable X platform team. The goal for Immutable X is to be the leading platform for NFT minting & trading “powering the world of NFT’s”. The mission for our Integrations team is to drive a seamless onboarding experience for launching customers’ dream businesses on Immutable X.     How To Apply for Immutable Uganda Jobs 2022: All interested and suitably qualified candidates should submit their applications through the link below. Click here to apply Deadline: Open until filled     For similar Jobs in Uganda today and great Uganda jobs, please remember to subscribe using the form below: NOTE: No employer should ask you for money in return for advancement in the recruitment process or for being offered a position. Please contact Fresher Jobs Uganda if it ever happens with any of the jobs that we advertise. Facebook WhatsApp Twitter LinkedIn Read the full article

[eitanblumin]

Monitoring Heartbeats in SQL Sentry

New #Blog Post: Monitoring Heartbeats in #SQLSentry #Microsoft #SQLServer #MadeiraData

SolarWinds SQL Sentry is the leading monitoring and alerting platform for Microsoft Data Platform DBAs, and it is our platform of choice for our managed service customers. It uses a Windows service to monitor its targets. That’s all great, but… What if this monitoring service is unavailable for some reason? How could you be alerted when your alerting service is down? Who is watching the watchers?…

[freesuitwhispers]

Global SQL Server Monitoring Tools Market - Upcoming Trends, Growth Drivers and Challenges – Forecast To 2020-2025

Summary – A new market study, “Global SQL Server Monitoring Tools Market - Upcoming Trends, Growth Drivers and Challenges – Forecast To 2020-2025” has been featured on WiseGuyReports.

SQL Server Monitoring Tools market is segmented by Type, and by Application. Players, stakeholders, and other participants in the global SQL Server Monitoring Tools market will be able to gain the upper hand as they use the report as a powerful resource. The segmental analysis focuses on production capacity, revenue and forecast by Type and by Application for the period 2015-2026.

 Segment by Type, the SQL Server Monitoring Tools market is segmented into

Cloud, SaaS, Web

On Premise

 Segment by Application, the SQL Server Monitoring Tools market is segmented into

Technology & IT

Financial Services

Consumer & Retail

Government

Healthcare

Manufacturing

Other Industry

Also Read : https://www.einpresswire.com/article/521227195/sql-server-monitoring-tools-market-projection-by-latest-technology-global-analysis-growth-trends-and-forecast-to-2026

 Regional and Country-level Analysis

The SQL Server Monitoring Tools market is analysed and market size information is provided by regions (countries).

The key regions covered in the SQL Server Monitoring Tools market report are North America, Europe, China and Japan. It also covers key regions (countries), viz, the U.S., Canada, Germany, France, U.K., Italy, Russia, China, Japan, South Korea, India, Australia, Taiwan, Indonesia, Thailand, Malaysia, Philippines, Vietnam, Mexico, Brazil, Turkey, Saudi Arabia, U.A.E, etc.

The report includes country-wise and region-wise market size for the period 2015-2026. It also includes market size and forecast by Type, and by Application segment in terms of production capacity, price and revenue for the period 2015-2026.

Competitive Landscape and SQL Server Monitoring Tools Market Share Analysis

 SQL Server Monitoring Tools market competitive landscape provides details and data information by manufacturers. The report offers comprehensive analysis and accurate statistics on production capacity, price, revenue of SQL Server Monitoring Tools by the player for the period 2015-2020. It also offers detailed analysis supported by reliable statistics on production, revenue (global and regional level) by players for the period 2015-2020. Details included are company description, major business, company total revenue, and the production capacity, price, revenue generated in SQL Server Monitoring Tools business, the date to enter into the SQL Server Monitoring Tools market, SQL Server Monitoring Tools product introduction, recent developments, etc.

The major vendors covered:

Solarwinds

Idera

Lepide

Heroix Longitude

SQL Power Tools

Red-Gate

Sentry One (SQL Sentry)

dbForge Monitor by Devart

Navicat Monitor

FOR MORE DETAILS : https://www.wiseguyreports.com/reports/5470128-covid-19-impact-on-global-sql-server-monitoring

About Us:

Wise Guy Reports is part of the Wise Guy Research Consultants Pvt. Ltd. and offers premium progressive statistical surveying, market research reports, analysis & forecast data for industries and governments around the globe.                

 Contact Us:

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[eitanblumin]

Troubleshooting SentryOne Full Access Monitoring Mode

#Blog Post: A simple but effective methodology for Troubleshooting #SentryOne Full Access Monitoring Mode #Microsoft #SQLServer @SentryOne #MadeiraData

Following the recent acquisition of SentryOne by SolarWinds, I’ve decided to write a few special blog posts dedicated to our favorite SQL Server monitoring platform. Click here if you missed my previous post: Monitoring SQL Server Version Updates using SentryOne. As part of the managed DBA service that Madeira Data Solutions provides, we make extensive use of the SentryOne SQL Sentry monitoring…

[bigdataschool-moscow]

Лучшие практики разработки Big Data pipeline’ов в Apache Airflow: 10 советов дата-инженеру

В рамках практического обучения дата-инженеров сегодня мы собрали 10 лучших практик проектирования конвейеров обработки данных в рамках Apache AirFlow, которые касаются не только особенностей этого фреймворка. Также рассмотрим, какие принципы разработки ПО особенно полезны для инженерии больших данных с Apache AirFlow.

ТОП-10 рекомендаций дата-инженеру для настройки Apache Airflow и не только

Мы уже рассказывали про лучшие практики работы с DAG в Apache AirFlow. Однако, помимо тонкостей объединения задач в workflow-процессы, для проектирования эффективных конвейеров обработки данных дата-инженеру нужно учесть еще много аспектов, в том числе за пределами этого фреймворка. В частности, для построения качественных data pipeline’а и их беспроблемной эксплуатации следует : - определить наборы, исто��ники, места приема и средства обработки данных, включая озера и хранилища, СУБД, BI-системы, а также средства обработки и архивирования. Перед развертыванием конвейера в production все его компоненты следует протестировать по отдельности и вместе друг с другом. - четко определить структуры СУБД, схемы и таблицы со всеми типами данных, с указанием их мест хранения, в т.ч. временного, отчетного и архивного. Отсутствие этого шага может привести к созданию нескольких копий таблиц в разных схемах. - разделить среды данных для разработки, тестирования и промышленной эксплуатации конвейеров. Среды разработки и тестирования могут иметь всего несколько последовательных исполнителей AirFlow с минимальной конфигурацией и СУБД SQL Lite. А production среда должна иметь Celery, Kubernetes или локальных исполнителей для параллелизма и MySQL для хранения метаданных. - установить SLA для каждой задачи, чтобы отслеживать его во время разработки и эксплуатации с оповещением при превышении порогового значения. О том, что такое SLA и как это связано с другими эксплуатационными показателями, мы писали здесь. - отслеживать тайм-аут выполнения каждой задачи, чтобы она не блокировала выполнение других задач в случае зависания, сбоя или аварийного завершения. Для критически важных рабочих нагрузок можно использовать отслеживание ошибок в реальном времени с помощью Sentry. Вообще желательно настроить автоматический мониторинг и отслеживание всех заданий Airflow с генерацией уведомлений. Количество повторных попыток и интервалы следует указывать в соответствии с критичностью задачи. - по возможности использовать методы сжатия файлов, например, Parquet или ORC с кодеками snappy или gzip; - сократить применение пользовательских функций и операторов Python, стандартизировав использование встроенных возможностей; - использовать параметризованные переменные, передавая их как JSON-объекты. Их можно десериализовать, чтобы получить значения отдельных переменных. - хранить логи в озере данных, таком как AWS S3 или Hadoop HDFS, чтобы избежать сбою DAG’ов из-за заполнения свободного пространства жесткого диска при логгировании на уровне Airflow VM. - сократить размер конвейера. Чем больше задач в одном data pipeline’е, тем сложнее его поддерживать. Например, если в конвейере более 5-10 задач, следует подумать о его разделении на несколько pipeline’ов. С этой же целью облегчения эксплуатации рекомендуется делать конвейеры идемпотентными, чтобы инженеры поддержки быстро смогли найти восстановить его, повторив исправленное задание с последнего неудачного шага. Однако, это не единственные рекомендации, которые помогут дата-инженеру проектировать и поддерживать по-настоящему эффективные конвейеры обработки данных с помощью Apache AirFlow. Практикующим инженерам данных пригодится еще парочка советов, которые мы рассмотрим далее.

Если можете не писать, не пишите: DRY и другие полезные принципы разработки ПО для инженера данных

Поскольку инженерия данных использует многие концепции из разработки ПО, неудивительно, что принцип не повторения (Don’t Repeat Yourself, DRY) актуален и здесь. В частности, ELT-процессы с разными источниками и приемниками данных могут содержать большое количество одинакового Python-кода. Чтобы каждый раз не писать это вручную, целесообразно генерировать DAG автоматически из Python-файлов, переменных или коннекторов, а также YAML-конфигураций. Как это сделать на практике, мы расскажем в следующий раз.Еще одним полезным принципом, активно используемым в DataOps, является самообслуживание (self-service) систем хранения и обработки данных, включая конвейеры. К примеру, вместо рутинной для дата-инженера задачи подключения очередного источника или приемника данных в pipeline гораздо эффективнее будет создать интерфейс для пользователей, который позволит им взаимодействовать с существующими DAG’ами. Например, с помощью простого YAML-файла или полноценного веб-интерфейса. Наконец, следует помнить о лучших практиках разработки ПО, используя шаблоны архитектурного проектирования систем , например, как в кейсе бразильской ИТ-компания QuintoAndar, о котором мы рассказывали здесь. Дата-инженеры QuintoAndar разработали промежуточный компонент Mediator на базе одноименного паттерна, чтобы облегчить взаимодействие между разными DAG’ами в Apache AirFlow. Узнайте больше про использование Apache AirFlow для разработки сложных конвейеров аналитики больших данных с Hadoop и Spark на специализированных курсах в нашем лицензированном учебном центре обучения и повышения квалификации для разработчиков, менеджеров, архитекторов, инженеров, администраторов, Data Scientist’ов и аналитиков Big Data в Москве: - Data Pipeline на Apache Airflow и Apache Hadoop - Data pipeline на Apache AirFlow и Arenadata Hadoop Источники 1. https://ravi-manjunatha.medium.com/best-practices-for-designing-data-pipelines-using-apache-airflow-c561c086c8af 2. https://towardsdatascience.com/data-engineers-shouldnt-write-airflow-dags-b885d57737ce Read the full article