--- title: Parkopedia Blog | Dr. Ganesh N. Sivalingam description: As Chief Engineer, Ganesh is responsible for technology leadership at Parkopedia. This includes ensuring that engineering and machine learning solutions are well architected, highly scalable, properly monitored and resilient as well as improving productivity across the engineering department. --- [![](https://business.parkopedia.com/hs-fs/hubfs/parkopedia%20logo%20+%20arrive%20white%20transparent%20background-1.png?width=2800&height=1575&name=parkopedia%20logo%20+%20arrive%20white%20transparent%20background-1.png)](https://business.parkopedia.com) [![](https://business.parkopedia.com/hs-fs/hubfs/parkopedia%20logo%20+%20arrive%20white%20transparent%20background-1.png?width=2800&height=1575&name=parkopedia%20logo%20+%20arrive%20white%20transparent%20background-1.png)](https://business.parkopedia.com) - [Solutions](https://business.parkopedia.com/solutions) - [Automotive](https://business.parkopedia.com/automotive-solutions) - [Mobile Navigation](https://business.parkopedia.com/solutions/mobile-navigation) - [Parking Operators](https://business.parkopedia.com/parking-operator-solutions) - [Last Mile](https://business.parkopedia.com/last-mile-solutions) - [Mobility Services](https://business.parkopedia.com/mobility) - [Analytics](https://business.parkopedia.com/analytics) - [Products](https://business.parkopedia.com/products) - [Parking Data](https://business.parkopedia.com/parking-data) - [EV Charging](https://business.parkopedia.com/ev-charging) - [In-Car Payments](https://business.parkopedia.com/in-car-payment-platform) - [Indoor Mapping](https://business.parkopedia.com/indoor-mapping) - [About](https://business.parkopedia.com/about) - [Meet the Team](https://business.parkopedia.com/en-gb/meet-the-team) - [Jobs](https://www.parkopedia.com/jobs/) - [Contact Us](https://business.parkopedia.com/contact) - [Media](https://business.parkopedia.com/media) - [Press Releases](https://business.parkopedia.com/press-releases) - [Blogs](https://business.parkopedia.com/blog) - [Press Centre](https://business.parkopedia.com/press-centre) - [News Coverage](https://business.parkopedia.com/parkopedia-coverage) - [Research](https://business.parkopedia.com/research) - [Awards & Recognition](https://business.parkopedia.com/awards-and-recognition) - [Newsletter Sign-up](https://business.parkopedia.com/newsletter-sign-up) ## [Featured Article Parking Availability: How predictive and responsive data work together to provide drivers with the best possible parking experience Parkopedia’s Chief Engineer, Ganesh Sivalingam, explains how Dynamic Data and parking availability predictions work, and how these ensure a smoother parking experience by enabling drivers to easily find available spaces near their end destination.](https://business.parkopedia.com/blog/parking-availability-how-predictive-and-responsive-data-work-together-to-provide-drivers-with-the-best-possible-parking-experience) # Dr. Ganesh N. Sivalingam #### As Chief Engineer, Ganesh is responsible for technology leadership at Parkopedia. This includes ensuring that engineering and machine learning solutions are well architected, highly scalable, properly monitored and resilient as well as improving productivity across the engineering department. [![](https://business.parkopedia.com/hubfs/Blog%20images/Parking-Availability-blog-image.png)](https://business.parkopedia.com/blog/parking-availability-how-predictive-and-responsive-data-work-together-to-provide-drivers-with-the-best-possible-parking-experience) #### [Parking Availability: How predictive and responsive data work together to provide drivers with the best possible parking experience](https://business.parkopedia.com/blog/parking-availability-how-predictive-and-responsive-data-work-together-to-provide-drivers-with-the-best-possible-parking-experience) 8 minute read Parkopedia’s Chief Engineer, Ganesh Sivalingam, explains how Dynamic Data and parking availability... [![parkopedia logo + arrive_blue version](https://business.parkopedia.com/hs-fs/hubfs/parkopedia%20logo%20+%20arrive_blue%20version.png?width=3080&height=1733&name=parkopedia%20logo%20+%20arrive_blue%20version.png "parkopedia logo + arrive_blue version")](https://business.parkopedia.com) © 2025 Parkopedia - All rights reserved. - [About](https://business.parkopedia.com/about) - [Contact](https://business.parkopedia.com/contact) - [Jobs](https://www.parkopedia.com/jobs/) - [FAQ](https://www.parkopedia.com/faq/) - [Driver Website](https://www.parkopedia.com/) - [Media](https://business.parkopedia.com/media) - [Policies](https://www.parkopedia.com/policies/) - [Terms](https://www.parkopedia.com/terms-and-conditions/)