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Fundamentals of Data Observability : Implement Trustworthy End-To-End Data Solutions
Quickly detect, troubleshoot, and prevent a wide range of data issues through data observability, a set of best practices that enables data teams to gain greater visibility of data and its usage.If you're a data engineer, data architect, or machine learning engineer who depends on the quality of your data, this book shows you how to focus on the practical aspects of introducing data observability in your everyday work.Author Andy Petrella helps you build the right habits to identify and solve data issues, such as data drifts and poor quality, so you can stop their propagation in data applications, pipelines, and analytics.You'll learn ways to introduce data observability, including setting up a framework for generating and collecting all the information you need. Learn the core principles and benefits of data observabilityUse data observability to detect, troubleshoot, and prevent data issuesFollow the book's recipes to implement observability in your data projectsUse data observability to create a trustworthy communication framework with data consumersLearn how to educate your peers about the benefits of data observabilityAbout the AuthorAndy Petrella has been in the data industry for almost 20 years, starting his career as a software engineer and data miner in the GIS space.He has evangelized big data for more than a decade, especially Apache Spark for which he created the Spark-Notebook (that has 3100 stars on Github).During his time evangelizing Spark and helping hundreds of companies in the US and in EU work on their data pipelines and models, he has witnessed the lack of visibility and control of data jobs after they are deployed in production.Since 2015, he has been talking to tech and data-savvy people to build a sustainable solution for this problem.
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Stellar Data Recovery Premium 10
Stellar Data Recovery Mac Premium 10 Rescue deleted and damaged data on Mac Easily, quickly and conveniently performs data recovery on Mac devices. This includes iMac, MacBookPro, Air, Mac Mini, Mac Pro, etc. Even data recovery from encrypted file systems is possible Recovers all deleted files with their original name Supports RAW recovery for lost media Supports Time Machine backup recovery PLUS! Repairs seriously corrupt files - videos and JPEGs Restore all your data Stellar Data Recovery Mac Premium has many options to take care of critical data loss situations. Problems such as lost partitions or corrupt Time Machine drives, corrupt Boot Camp partitions, and lost data on encrypted drives will no longer worry you. Mac Data Recovery has all the capabilities you need to recover your data from any type of data loss. restore Functions Recovery of lost or deleted files This Mac data recovery software allows you to recover lost or deleted files from your computer's hard drive or other external storage device. Restoring your priceless memories Mac data recovery software doesn't just recover your documents. You can also use it to recover lost or deleted photos and videos. All you have to do is click on the 'Photo' option under 'Multimedia Files'. Effective file search Stellar Data Recovery comes with a smart feature that allows you to find hidden files on your logical drive. This software allows you to search for files by name and type, as well as select whether they are deleted or existing files. You can also search for lost or deleted data in a specific folder. You can also search for a specific folder on a logical drive. Time Machine Backup Recovery The most reliable measure against data loss is data backup, and Time Machine is the standard and most popular application for Mac computers. But as with any type of file on any storage device, your most valuable Time Machine backup drive can be deleted or corrupted at any given time. Fortunately, Data Recovery for Mac has what you need because it supports Time Machine designed drives and recovers data from them just like it would from any other drive. This allows Mac Recovery to add an extra layer of data protection to existing protection and the main file storage system. Recovers from encrypted hard drives Many of us need to manage data between different computers and operating systems, so it is important to have software that works with different file systems and drive formats. Although Mac data recovery software only works on Mac computers, it can access and recover data from different storage device formats. Whether your storage device uses one of APFS, HFS, HFS+, FAT, ex-FAT or NTFS file systems, Data Recovery for Mac will be able to scan and recover data from these devices. Quick & Deep Scan The software has two levels when it comes to the scanning method - Quick Scan and Deep Scan. Quick Scan is helpful in most cases to recover the lost data. If the software is not able to find the data in Quick Scan, it automatically switches to the depth scan. You can also switch to deep scan if you are not satisfied with the results of the Quick Scan. Mobile Phone Recovery Have you accidentally deleted your priceless photos from your phone? Stop worrying about losing your precious photos on your phone. As long as the data is stored on the phone's memory card, this software takes care of it. All you need to do is connect your phone to your computer and run our software. All your deleted photos will be recovered quickly. Recovering data from damaged hard drives With this advanced utility, you can now easily recover files from your damaged USB flash drive, hard drive, memory card, and camera memory. It also recovers data from CF cards, flash cards, SD cards (Mini SD, Micro SD and SDHC cards) and mini disks. S locate your files in your own way If you recover your recovered data in an unorganized manner, you may find it difficult to identify important files even when preview details are available. Stellar Mac Data Recovery software includes the 'Filtered Tree' option that makes it easier to sort files. Premium version only Allows quick and easy repair of video files while keeping the format intact Stellar Data Recovery premium helps you to easily repair a number of video read/write errors that occur due to various errors including virus attacks, power failure, abnormal system crash, compression or any case of mishandling. Repairs defective JPEG image files in computers, camera memory and memory cards Stellar Data Recovery premium is a useful JPEG/JPG repair software that recovers corrupt or damaged photos and image files that have the file extension JPEG or JPG without changing the original data. This effective program even recovers those images from the memory card that are completely unreadable or deleted. System requ...
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Stellar Data Recovery 9 Premium Windows
Stellar Data Recovery Premium 9 - 1 year Find & recover deleted files Recovers all types of files, including Office documents, photos, videos, email & more Full data recovery from inaccessible hard disk partitions or disks Recovers data from HDD, USB sticks, memory cards, CD-DVD & other storage devices Recovers data from hard drives that have bad sectors PLUS! Repairs severely corrupt videos and photos Restore all your data Stellar Data Recovery Premium is a complete package to recover data from any type of storage media with a user-friendly interface. Stellar Data Recovery Premium is designed to work on the Windows platform to recover your seemingly lost files, pictures, documents, and more. With this tool you can handle all aspects of data loss including accidental disk formatting, disk corruption, and accidental file deletion. The software is your last solution for data loss when the data system on your Windows drive suffers some kind of damage and you need to get your lost documents back. This tool supports recovery of FAT, NTFS and ExFAT drives and partitions. Stellar Data Recovery Premium gets back all the lost data and now also repairs corrupt videos and photos! Features Recovery of lost or deleted files This Windows data recovery software allows you to recover lost or deleted files from your computer's hard disk or other external storage device. Restoring your priceless memories Windows data recovery software not only restores your documents, you can also recover lost or deleted photos and videos. All you have to do is click on the 'Photo' option under 'Multimedia Files'. Effective file search Stellar Data Recovery comes with a smart feature that allows you to find hidden files on your logical drive. This software allows you to search for files by name and type, as well as select whether they are deleted or existing files. You can also search for lost or deleted data in a specific folder. You can also search for a specific folder on a logical drive. Quick & Deep Scan The software has two levels when it comes to the scanning method - Quick Scan and Deep Scan. Quick Scan is helpful in most cases to recover the lost data. If the software is not able to find the data in Quick Scan, it automatically switches to the depth scan. You can also switch to deep scan if you are not satisfied with the results of the Quick Scan. Mobile Phone Recovery Have you accidentally deleted your priceless photos from your phone? Stop worrying about losing your precious photos on your phone. As long as the data is stored on the phone's memory card, this software takes care of it. All you need to do is connect your phone to your computer and run our software. All your deleted photos will be recovered quickly. Recovering data from damaged hard drives With this advanced utility, you can now easily recover files from your damaged USB flash drive, hard drive, memory card, and camera memory. It also recovers data from CF cards, flash cards, SD cards (Mini SD, Micro SD and SDHC cards) and mini disks. S locate your files in your own way If you recover your recovered data in an unorganized manner, you may find it difficult to identify important files even when preview details are available. Stellar Windows Data Recovery software provides you with the 'Filtered Tree' option that allows you to sort files more easily. Advanced Features Optical disk recovery This is a powerful function to recover data from scratched, damaged or partially burned optical media such as CD, DVD discs. Well, this Windows data recovery software restores files with their original file names and folder structure. It supports recovery from all disc formats (CDs, DVDs, HD DVDs) burned on any system. Map hard disk Stellar Data Recovert has a special feature that allows you to recover data from hard drives that have bad sectors. You can create an image of the hard disk, existing logical volumes in the hard disk and any other removable media such as pen drives, external hard disk drives. Additionally, you can specify the 'Start & End' sectors to create images of selected areas. Deep scan for a better result The software offers two scan modes: Quick scan and deep scan. Quick Scan scans the media and selected locations and lists all recoverable files for preview. In case you are not able to see the desired file in Quick Scan results, you can switch to the 'Deep Scan' button and perform a pass through scan that will search data in the drive based on your file characteristics and let you comfortably recover from any badly damaged media. It will take more time, but it will search for and recover all files, even raw files. Only in the Premium version Allows quick and easy repair of video files while keeping the format intact Stellar Data Recovery premium helps you easily repair a number of video read/write errors that occur due to va...
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Is the premium data snack not bookable?
Yes, the premium data snack is not bookable. It is a complimentary service provided by the airline or hotel to enhance the customer experience. Customers can enjoy this premium data snack without having to book or pay for it separately.
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Where do deleted data end up?
When data is deleted from a device, it is not completely erased from the storage. Instead, the deleted data is typically moved to a hidden area on the storage device, making it inaccessible to the user. This hidden area is known as the recycle bin or trash folder. However, the data is not permanently removed until it is overwritten by new data. Therefore, it is possible to recover deleted data using specialized software before it is overwritten.
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Does O2 offer low-speed data volume after high-speed data?
Yes, O2 offers low-speed data volume after high-speed data is used up. Once a customer's high-speed data allowance is exhausted, they will still be able to access the internet at a reduced speed until their next billing cycle. This allows customers to continue using data for basic tasks such as messaging and email, even after their high-speed data has been used up.
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How can I use Spotify Premium with mobile data?
To use Spotify Premium with mobile data, you can simply open the Spotify app on your mobile device and start streaming music or podcasts. Make sure that your mobile data is turned on and that you have a strong enough signal to stream without interruptions. If you have concerns about data usage, you can also adjust the streaming quality in the app's settings to reduce the amount of data used while streaming. Keep in mind that using Spotify with mobile data may consume a significant amount of data, so it's important to monitor your usage to avoid exceeding your data plan.
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Deciphering Data Architectures : Choosing Between a Modern Data Warehouse, Data Fabric, Data Lakehouse, and Data Mesh
Data fabric, data lakehouse, and data mesh have recently appeared as viable alternatives to the modern data warehouse.These new architectures have solid benefits, but they're also surrounded by a lot of hyperbole and confusion.This practical book provides a guided tour of each architecture to help data professionals understand its pros and cons. In the process, James Serra, big data and data warehousing solution architect at Microsoft, examines common data architecture concepts, including how data warehouses have had to evolve to work with data lake features.You'll learn what data lakehouses can help you achieve, and how to distinguish data mesh hype from reality.Best of all, you'll be able to determine the most appropriate data architecture for your needs.By reading this book, you'll:Gain a working understanding of several data architecturesKnow the pros and cons of each approachDistinguish data architecture theory from the realityLearn to pick the best architecture for your use caseUnderstand the differences between data warehouses and data lakesLearn common data architecture concepts to help you build better solutionsAlleviate confusion by clearly defining each data architectureKnow what architectures to use for each cloud provider
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Data Science on the Google Cloud Platform : Implementing End-to-End Real-Time Data Pipelines: From Ingest to Machine Learning
Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build using Google Cloud Platform (GCP).This hands-on guide shows data engineers and data scientists how to implement an end-to-end data pipeline with cloud native tools on GCP. Throughout this updated second edition, you'll work through a sample business decision by employing a variety of data science approaches.Follow along by building a data pipeline in your own project on GCP, and discover how to solve data science problems in a transformative and more collaborative way. You'll learn how to:Employ best practices in building highly scalable data and ML pipelines on Google CloudAutomate and schedule data ingest using Cloud RunCreate and populate a dashboard in Data StudioBuild a real-time analytics pipeline using Pub/Sub, Dataflow, and BigQueryConduct interactive data exploration with BigQueryCreate a Bayesian model with Spark on Cloud DataprocForecast time series and do anomaly detection with BigQuery MLAggregate within time windows with DataflowTrain explainable machine learning models with Vertex AIOperationalize ML with Vertex AI Pipelines
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Which anime are exclusive to Crunchyroll Premium?
Some of the anime that are exclusive to Crunchyroll Premium include "Attack on Titan," "One Piece," "My Hero Academia," "Demon Slayer," and "Naruto Shippuden." These popular anime series are only available to watch on Crunchyroll with a Premium subscription, making it a desirable platform for anime fans. Additionally, Crunchyroll also offers simulcast of new episodes for many ongoing anime series, giving Premium subscribers early access to the latest episodes.
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What is a high-end or luxury apartment amenities?
High-end or luxury apartment amenities typically include features such as concierge services, valet parking, fitness centers with state-of-the-art equipment, rooftop terraces or swimming pools, high-end appliances and finishes, smart home technology, and private balconies or patios. These amenities are designed to provide residents with a luxurious and convenient living experience, often found in upscale apartment buildings in desirable locations. Additionally, some luxury apartments may offer additional services such as housekeeping, pet care, or private dining options for residents.
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What causes extremely high data consumption?
Extremely high data consumption can be caused by several factors, such as streaming high-definition videos, downloading large files, online gaming, or using data-intensive applications like video conferencing or virtual reality. Background processes running on devices, automatic updates, and cloud syncing can also contribute to high data usage. Additionally, malware or viruses on devices can lead to abnormal data consumption. It is important for users to monitor their data usage and identify the specific activities or applications that are consuming the most data to manage their usage effectively.
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How high is the mobile data consumption?
Mobile data consumption varies greatly depending on the individual's usage habits. On average, a typical smartphone user consumes around 2-5GB of data per month. However, heavy users who stream a lot of videos or music, play online games, or use their devices for work purposes can easily consume 10GB or more per month. With the increasing popularity of high-quality video streaming services and social media platforms, mobile data consumption is expected to continue to rise in the future.
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