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Monte Carlo Data

Master Monte Carlo Data Observability and learn to monitor, resolve, and prevent data quality issues across modern data pipelines and cloud platforms.
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Save 59% Offer ends on 31-Dec-2025
Course Duration: 10 Hours
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Monte Carlo Data – End-to-End Data Observability for Modern Data Teams – Online Course
 
Monte Carlo Data: End-to-End Data Observability for Modern Data Teams is a specialized, hands-on course designed for data engineers, data analysts, analytics engineers, and BI professionals who want to ensure reliable, trustworthy data pipelines and eliminate data downtime. This course provides a comprehensive guide to mastering Monte Carlo Data, the leading data observability platform trusted by enterprises worldwide.
 
At its core, Monte Carlo Data enables organizations to automatically detect, alert, and resolve data issues across the entire data stack by monitoring data freshness, volume, schema changes, and lineage. By implementing data observability, companies can prevent broken pipelines from causing inaccurate dashboards, flawed analytics, and unreliable AI models.
 
This course begins with data observability fundamentals, introduces Monte Carlo's architecture and components, and provides hands-on training in integrating Monte Carlo with cloud data warehouses (Snowflake, BigQuery, Redshift), ETL tools (Airflow, dbt), and BI platforms (Tableau, Looker, Power BI). You will learn to configure monitors, leverage automated alerts, track lineage, and troubleshoot data issues before they impact stakeholders.
 
How to Use This Course
  1. Start with core concepts: Understand data observability, SLAs, and the cost of data downtime.
  2. Hands-on setup: Follow guided exercises to connect Monte Carlo to your data warehouse, ETL tools, and BI systems.
  3. Configure monitors and alerts: Learn how to create monitors for data freshness, schema changes, and anomalies.
  4. Leverage lineage and incident management: Trace issues back to their source and resolve pipeline failures faster.
  5. Scale observability for enterprise use: Explore advanced features like incident triage, SLA monitoring, and governance integrations.
By the end of this course, you will be equipped to build resilient data pipelines and ensure trustworthy analytics using Monte Carlo’s automated observability framework.

Course/Topic 1 - Coming Soon

  • The videos for this course are being recorded freshly and should be available in a few days. Please contact info@uplatz.com to know the exact date of the release of this course.

    • 01:20
Course Objectives Back to Top
By the end of this course, you will be able to:
 
  1. Understand data observability principles and Monte Carlo’s role in preventing data downtime.
  2. Install and configure Monte Carlo Data for cloud and on-premise data platforms.
  3. Integrate Monte Carlo with Snowflake, BigQuery, Redshift, dbt, Airflow, and BI tools.
  4. Monitor key metrics like data freshness, volume, schema changes, and anomalies.
  5. Set up automated alerts via Slack, Teams, and PagerDuty.
  6. Visualize and use data lineage to troubleshoot data issues.
  7. Manage incidents and establish SLAs for data reliability.
  8. Collaborate with data engineering and analytics teams using Monte Carlo workflows.
  9. Apply Monte Carlo for regulatory compliance and governance audits.
  10. Implement data reliability strategies at scale across enterprises.
Course Syllabus Back to Top
Course Syllabus
 
Module 1: Introduction to Data Observability
  • The Need for Data Observability
  • Impact of Data Downtime on Business
  • Overview of Monte Carlo Data Platform
Module 2: Setting up Monte Carlo
  • Platform Overview and Architecture
  • Account Setup and User Management
  • Key Components: Monitors, Lineage, Alerts
Module 3: Integrating with Data Warehouses
  • Connecting Snowflake, BigQuery, and Redshift
  • Monitoring Table Freshness and Row Volumes
  • Schema Change Tracking
Module 4: ETL and Workflow Integration
  • dbt and Airflow Integration
  • Monitoring ETL Jobs and Failures
  • Managing Dependencies between Pipelines
Module 5: BI and Dashboard Monitoring
  • Integration with Tableau, Looker, Power BI
  • Detecting Broken Dashboards and Data Drifts
Module 6: Configuring Monitors and Alerts
  • Freshness and Volume Anomaly Detection
  • Schema Drift and Quality Checks
  • Slack, Teams, PagerDuty Notifications
Module 7: Incident Management and Root Cause Analysis
  • Triage and Prioritization of Data Incidents
  • RCA using Data Lineage Visualization
  • Automating Resolution Workflows
Module 8: Governance and Compliance
  • SLA Tracking and Reporting
  • Audit Logging for Compliance (GDPR, HIPAA)
Module 9: Scaling Observability in Production
  • Best Practices for Large-Scale Pipelines
  • Performance Optimization
  • Role-Based Access and Permissions
Module 10: Advanced Features
  • Custom Metrics and Thresholds
  • Using APIs for Automation
  • Data Reliability Reporting and Analytics
Module 11: Real-World Projects
  • End-to-End Observability Setup for a Data Warehouse
  • Automating ETL Pipeline Monitoring with dbt + Airflow
  • Dashboard Reliability Project for BI Teams
Module 12: Monte Carlo Interview Preparation
 
  • Key Interview Questions and Hands-On Scenarios
Certification Back to Top

Upon completion, learners receive a Certificate of Completion in Monte Carlo Data Observability from Uplatz. This certification validates your expertise in ensuring data reliability, monitoring modern data stacks, and resolving pipeline failures quickly. It demonstrates hands-on skills in data monitoring, alerting, lineage tracing, and governance—making you job-ready for data engineering, analytics, and data platform roles.

Career & Jobs Back to Top
Data observability is becoming a critical skill in the modern data landscape. Organizations investing in data platforms need professionals who can ensure reliable pipelines and accurate analytics. Roles include:
  • Data Engineer (Observability Specialist)
  • Analytics Engineer
  • BI/Data Reliability Engineer
  • Data Platform Engineer
  • Data Governance Analyst
  • ETL/Workflow Monitoring Engineer
Companies across finance, healthcare, e-commerce, SaaS, and AI depend on data observability tools like Monte Carlo to minimize data downtime. Professionals skilled in Monte Carlo are in demand at top firms like Shopify, Fox, Plaid, and fintech/data-driven enterprises. These roles often involve collaborating across engineering, BI, and governance teams to implement robust data reliability frameworks.
Interview Questions Back to Top
1. What is Monte Carlo Data, and why is it used?
Monte Carlo Data is a data observability platform used to monitor data pipelines, detect anomalies, and prevent data downtime by providing automated alerts and lineage tracking.
 
2. How does Monte Carlo Data ensure data reliability?
It continuously monitors metrics like freshness, volume, schema, and anomalies, alerting stakeholders when issues arise and helping quickly trace root causes.
 
3. What is data downtime?
Data downtime refers to periods when data is missing, delayed, or incorrect, causing business decisions or dashboards to become unreliable.
 
4. How does Monte Carlo integrate with cloud data warehouses?
It natively connects to platforms like Snowflake, BigQuery, and Redshift via secure APIs and SQL queries to monitor table health.
 
5. What role does lineage play in Monte Carlo?
Lineage visualizes the flow of data across pipelines, helping trace issues from downstream dashboards back to upstream sources.
 
6. Can Monte Carlo monitor ETL tools like Airflow or dbt?
Yes, it integrates with ETL and orchestration tools to monitor job failures, dependencies, and data flow.
 
7. What are common monitors in Monte Carlo?
Freshness checks, volume anomaly detection, schema change monitoring, and field-level data validations.
 
8. How does Monte Carlo handle alerting?
It integrates with Slack, Teams, PagerDuty, and email to instantly notify teams of incidents.
 
9. How is Monte Carlo different from data quality tools like Great Expectations?
Great Expectations validates predefined data rules, whereas Monte Carlo uses observability to automatically detect unknown issues across the entire stack.
 
10. What are real-world use cases of Monte Carlo?
Monitoring BI dashboards, preventing broken ETL jobs from affecting stakeholders, managing SLAs for critical datasets, and improving trust in analytics.
Course Quiz Back to Top
Start Quiz
Q1. What are the payment options?
A1. We have multiple payment options: 1) Book your course on our webiste by clicking on Buy this course button on top right of this course page 2) Pay via Invoice using any credit or debit card 3) Pay to our UK or India bank account 4) If your HR or employer is making the payment, then we can send them an invoice to pay.

Q2. Will I get certificate?
A2. Yes, you will receive course completion certificate from Uplatz confirming that you have completed this course with Uplatz. Once you complete your learning please submit this for to request for your certificate https://training.uplatz.com/certificate-request.php

Q3. How long is the course access?
A3. All our video courses comes with lifetime access. Once you purchase a video course with Uplatz you have lifetime access to the course i.e. forever. You can access your course any time via our website and/or mobile app and learn at your own convenience.

Q4. Are the videos downloadable?
A4. Video courses cannot be downloaded, but you have lifetime access to any video course you purchase on our website. You will be able to play the videos on our our website and mobile app.

Q5. Do you take exam? Do I need to pass exam? How to book exam?
A5. We do not take exam as part of the our training programs whether it is video course or live online class. These courses are professional courses and are offered to upskill and move on in the career ladder. However if there is an associated exam to the subject you are learning with us then you need to contact the relevant examination authority for booking your exam.

Q6. Can I get study material with the course?
A6. The study material might or might not be available for this course. Please note that though we strive to provide you the best materials but we cannot guarantee the exact study material that is mentioned anywhere within the lecture videos. Please submit study material request using the form https://training.uplatz.com/study-material-request.php

Q7. What is your refund policy?
A7. Please refer to our Refund policy mentioned on our website, here is the link to Uplatz refund policy https://training.uplatz.com/refund-and-cancellation-policy.php

Q8. Do you provide any discounts?
A8. We run promotions and discounts from time to time, we suggest you to register on our website so you can receive our emails related to promotions and offers.

Q9. What are overview courses?
A9. Overview courses are 1-2 hours short to help you decide if you want to go for the full course on that particular subject. Uplatz overview courses are either free or minimally charged such as GBP 1 / USD 2 / EUR 2 / INR 100

Q10. What are individual courses?
A10. Individual courses are simply our video courses available on Uplatz website and app across more than 300 technologies. Each course varies in duration from 5 hours uptop 150 hours. Check all our courses here https://training.uplatz.com/online-it-courses.php?search=individual

Q11. What are bundle courses?
A11. Bundle courses offered by Uplatz are combo of 2 or more video courses. We have Bundle up the similar technologies together in Bundles so offer you better value in pricing and give you an enhaced learning experience. Check all Bundle courses here https://training.uplatz.com/online-it-courses.php?search=bundle

Q12. What are Career Path programs?
A12. Career Path programs are our comprehensive learning package of video course. These are combined in a way by keeping in mind the career you would like to aim after doing career path program. Career path programs ranges from 100 hours to 600 hours and covers wide variety of courses for you to become an expert on those technologies. Check all Career Path Programs here https://training.uplatz.com/online-it-courses.php?career_path_courses=done

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A13. Learning Path programs are dedicated courses designed by SAP professionals to start and enhance their career in an SAP domain. It covers from basic to advance level of all courses across each business function. These programs are available across SAP finance, SAP Logistics, SAP HR, SAP succcessfactors, SAP Technical, SAP Sales, SAP S/4HANA and many more Check all Learning path here https://training.uplatz.com/online-it-courses.php?learning_path_courses=done

Q14. What are Premium Career tracks?
A14. Premium Career tracks are programs consisting of video courses that lead to skills required by C-suite executives such as CEO, CTO, CFO, and so on. These programs will help you gain knowledge and acumen to become a senior management executive.

Q15. How unlimited subscription works?
A15. Uplatz offers 2 types of unlimited subscription, Monthly and Yearly. Our monthly subscription give you unlimited access to our more than 300 video courses with 6000 hours of learning content. The plan renews each month. Minimum committment is for 1 year, you can cancel anytime after 1 year of enrolment. Our yearly subscription gives you unlimited access to our more than 300 video courses with 6000 hours of learning content. The plan renews every year. Minimum committment is for 1 year, you can cancel the plan anytime after 1 year. Check our monthly and yearly subscription here https://training.uplatz.com/online-it-courses.php?search=subscription

Q16. Do you provide software access with video course?
A16. Software access can be purchased seperately at an additional cost. The cost varies from course to course but is generally in between GBP 20 to GBP 40 per month.

Q17. Does your course guarantee a job?
A17. Our course is designed to provide you with a solid foundation in the subject and equip you with valuable skills. While the course is a significant step toward your career goals, its important to note that the job market can vary, and some positions might require additional certifications or experience. Remember that the job landscape is constantly evolving. We encourage you to continue learning and stay updated on industry trends even after completing the course. Many successful professionals combine formal education with ongoing self-improvement to excel in their careers. We are here to support you in your journey!

Q18. Do you provide placement services?
A18. While our course is designed to provide you with a comprehensive understanding of the subject, we currently do not offer placement services as part of the course package. Our main focus is on delivering high-quality education and equipping you with essential skills in this field. However, we understand that finding job opportunities is a crucial aspect of your career journey. We recommend exploring various avenues to enhance your job search:
a) Career Counseling: Seek guidance from career counselors who can provide personalized advice and help you tailor your job search strategy.
b) Networking: Attend industry events, workshops, and conferences to build connections with professionals in your field. Networking can often lead to job referrals and valuable insights.
c) Online Professional Network: Leverage platforms like LinkedIn, a reputable online professional network, to explore job opportunities that resonate with your skills and interests.
d) Online Job Platforms: Investigate prominent online job platforms in your region and submit applications for suitable positions considering both your prior experience and the newly acquired knowledge. e.g in UK the major job platforms are Reed, Indeed, CV library, Total Jobs, Linkedin.
While we may not offer placement services, we are here to support you in other ways. If you have any questions about the industry, job search strategies, or interview preparation, please dont hesitate to reach out. Remember that taking an active role in your job search process can lead to valuable experiences and opportunities.

Q19. How do I enrol in Uplatz video courses?
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e) Start learning: After payment, your course will be added to your profile in the student dashboard under "Video Courses".

Q20. How do I access my course after payment?
A20. Once you have made the payment on our website, you can access your course by clicking on the "My Courses" option in the main menu or by navigating to your profile, then the student dashboard, and finally selecting "Video Courses".

Q21. Can I get help from a tutor if I have doubts while learning from a video course?
A21. Tutor support is not available for our video course. If you believe you require assistance from a tutor, we recommend considering our live class option. Please contact our team for the most up-to-date availability. The pricing for live classes typically begins at USD 999 and may vary.



BUY THIS COURSE (USD 17 USD 41)