#data engineering best practices

[atozofsoftwareengineering]

Demystifying Data Engineering: The Backbone of Modern Analytics

Hey friends! Check out this in-depth blog on #DataEngineering that explores its role in building robust data pipelines, ensuring data quality, and optimizing performance. Discover emerging trends like #cloudcomputing, #realtimeprocessing, and #DataOps

In the era of big data, data engineering has emerged as a critical discipline that underpins the success of data-driven organizations. Data engineering encompasses the design, construction, and maintenance of the infrastructure and systems required to extract, transform, and load (ETL) data, making it accessible and usable for analytics and decision-making. This blog aims to provide an in-depth…

[johnsongray22]

Data Engineering: Best Practices for Modern Organizations

Are you planning to incorporate data engineering into your organization? Visit the blog to discover the best practices you should follow while incorporating data engineering into your organization.

[bahadurislam011444]

Unveiling the Best SEO Worker in Bangladesh: Driving Digital Success

[theskoomacat]

don't give a single fuck about picard and wes' potential father/son relationship, going hog wild about picard and data's father/son relationship

[meelsport]

Boost Your Website with These AI SEO GPT Tools!

Boost Your Website with These AI SEO GPT Tools!

SEO Content Creator Generate keyword-rich articles that rank higher on search engines. No more guesswork—just optimized content every time! SEO Content Creator Humanize AI Content Turn robotic text into engaging, relatable content. API integration makes your AI-generated text sound like a human wrote it. Humanize AI Content Semantic Scholar Find high-quality, relevant scholarly articles to…

[marciodpaulla-blog]

Cybersecurity Report: Protecting DHS Employees from Scams Targeting Personal Devices

🔒 DHS Cybersecurity Alert! 🔒 Scammers targeting personal devices threaten national security. Our new report reveals these risks & offers robust solutions - MFA, security software, cybersecurity training & more. Safeguard yourself & critical operations!

Introduction The digital age has ushered in an era of unprecedented connectivity and technological advancements, but it has also given rise to a new breed of threats that transcend traditional boundaries. Cybercriminals are constantly evolving their tactics, exploiting vulnerabilities in both organizational systems and personal devices to gain unauthorized access, steal sensitive data, and…

[seohabibi]

In this guide, we delve into the intricate world of structured data and unveil its profound impact on SEO. From unraveling the basics to exploring advanced strategies, discover how structured data can elevate your website's visibility, enhance user experience, and significantly impact search engine rankings. Stay ahead of the competition by decoding the power of structured data in the ever-evolving landscape of SEO.

[mytechnoinfo]

This article covers the data engineering best practices which help to make clean and re-usable data like logging, streaming data, and more.

[dhrubo-organization]

Unlocking Success with Yandex SEO Services

In the ever-evolving digital landscape, businesses are constantly seeking effective ways to reach their target audience and maximize their online visibility. For those looking to tap into the Russian market, Yandex, the leading search engine in Russia, offers a powerful platform to connect with millions of users. To harness its full potential, businesses can leverage Yandex SEO services, which…

[headspace-hotel]

data about where carbon emissions are coming from is so frustrating cause there's all kinds of huge, sprawling, just fucking vast breakdowns of What Causes The Most Carbon Emissions Out Of All Everything In The Entire World, but those are aggregations of numerous smaller but still vast aggregations of data, which are processed and polished from various aggregations of crunched numbers, which are patched and pieced together from various studies, estimates and calculations, which are sieved out of numbers crunched from various measurements, estimates and records, which have been collected, estimated or otherwise conceived through an unspeakably huge variety of methodologies with unspeakably huge variety in limitations, reliability and margins of error.

Even if some of the data was very fine-grained at the beginning, it was filtered through some very coarse number-crunching techniques for the sake of the coarse data, so the results are only as good as the wrongest thing you did in any part of this process, but the plans of action are getting thought up from the top down, which makes the whole thing a hot fucking mess.

For example. And I just made this example up. Say you want to know whether apples or potatoes have a worse impact on climate change. So you look at one of these huge ass infographic things. And it says that potatoes are bad, whereas apples are REALLY good, the BEST crop actually. So it's better to eat apples than potatoes, you think to yourself. Actually we should find a way to replace potatoes with apples! We should fund genetic engineering of apples so they have more starch and can replace potatoes. Great idea. Time to get some investors to put $5 billion towards it.

But actually. Where'd they get that conclusion about apples? Well there's this review right here of the carbon footprint of all different fruits, seems legit. Where'd that data come from? Well it's citing this study right here saying that tree-grown crops are better because they sequester carbon, and this study right here about the distance that different fruits get transported, and this study right here where different fertilization systems are compared in terms of their carbon footprint, and this study over here that sampled 300 apple, peach, and orange farmers comparing their irrigation practices and rates of tree mortality, and this study...wow, okay, seems really reliable...

...what's the first study citing? oh, okay, here's a study about mycorrhizal networks in orchards in Oregon, saying that there's a super high density of fungal mycelium in the 16 orchards that they sampled. And here's a study about leaf litter decay rates in Switzerland under different pesticide regimes, and...okay...relationship of tree spacing to below ground vs. aboveground biomass...a review of above and below-ground biomass in semi-intensively managed orchard plots...

...That one cites "Relationship between biomass and CO2 requirements...carbon immobilization in soil of various tree species...mycorrhizal fungi impact on carbon storage...

...wait a second, none of these are talking about apples, they're about boreal forests...and orange trees...and peanut farms! They're just speculating on roughly applying the non-apple data to apples. You have to go backwards...

Yes! "A review of belowground carbon storage in orchard cropping systems!" Seems like overall the studies find potentially high carbon storage in orchard environments! Walnuts...pears...oranges... intercropping walnuts and wheat... intercropping apples and wheat... wait a second, what about orchards with only apples?

Time for you to go back again...

"New method of mulching in apple orchards can lower irrigation and pesticide needs..." okay but if it's new, most farmers aren't doing it. "Orchards with high density interplanted with annual crops show way more mycorrhizal fungus activity..." "Mycorrhizal associations with trees in the genus Malus..."

...And pretty soon you've spent Five Fucking Hours investigating apples and you've got yourself in this tangled web of citations that demonstrate that some orchard crops (not necessarily apples) store a lot of long-lasting biomass in their trunks and roots really well—and some apple orchards (not necessarily typical ones) have high amounts of mycorrhizal fungi—and some techniques of mulching in orchards (not necessarily the ones apple farmers use) experience less erosion—and some apple trees (not necessarily productive agricultural apples) have really deep root systems—

—and some environments with trees, compared with some conventional agricultural fields, store more carbon and experience less erosion, but not apple orchards because that data wasn't collected in apple orchards.

And you figure out eventually that there is no direct evidence anywhere in the inputs that singles out apples as The Best Crop For Fighting Climate Change, or suggests that conventional apple farming has a much smaller carbon footprint than anything else.

The data just spit out "apples" after an unholy writhing mass of Processes that involved 1) observing some tree-grown crops and deciding it applies closely enough to all tree grown crops 2) observing some apple orchards and deciding its applicable enough to all apple orchards 3) observing some tree-including environments and deciding its close enough to all tree-including environments 4) observing some farming methods and deciding it applies closely enough to all farming methods

And any one of these steps individually would be fine and totally unavoidable, but when strung together repeatedly they distort the original data into A Puddle of Goo.

And it wouldn't be that bad even to string them together, if trees didn't vary that much, and farming didn't vary that much, and soil didn't vary that much, and mycorrhizal networks didn't vary that much, and regions that grow apples didn't vary that much, and pre-conversion-to-apple-orchard states of apple orchards didn't vary that much, and economic incentives controlling apple farming didn't vary that much, but all of these things DO vary, a Fuck Ton, and if the full range of variation were taken into account—nay, intentionally optimized—the distinction between apples and potatoes might turn out to be be MEANINGLESS GOO.

anyway big size piles of data about Farming, In General, make me so bitchy

[atozofsoftwareengineering]

17-Step Blueprint for Refining and Advancing AI Models | AToZOfSoftwareEngineering

Unlock the secrets to continuously enhancing your AI algorithms with our 17-step blueprint! #AI #MachineLearning #DataScience #AlgorithmOptimization #TechInnovation

In the realm of artificial intelligence (AI), continual improvement is not just desirable but essential for maintaining competitiveness and relevance. Enhancing AI algorithms involves a systematic approach that integrates data quality, algorithm selection, optimization techniques, and ongoing evaluation. One crucial aspect of algorithm selection is the consideration of different types of machine…

[codesorcerer]

Mastering Data Engineering: Techniques, Practices, and Strategies

Introduction In today’s data-driven world, effective data engineering plays a crucial role in enabling organizations to harness the power of data for insights, decision-making, and innovation. Data engineering involves the processes and technologies used to transform, store, and manage data in a way that is efficient, scalable, and reliable. In this comprehensive guide, we will delve into the…

[designcollection1208]

Ensure that your website's on-page elements are optimized, including title tags, meta descriptions, header tags (H1, H2, etc.), and image alt tags. These elements should contain relevant keywords and accurately describe the content of each page.

[beastmarketing]

How to conduct a technical SEO?

New Post has been published on https://abnoubshenouda-digitalmarketer.com/how-to-conduct-a-technical-seo/

How to conduct a technical SEO?

Search engine optimization (SEO) is crucial for any website that wants to rank higher in search engine results pages (SERPs). A technical SEO audit is an essential aspect of any SEO strategy. It helps you identify technical issues that might be preventing your website from ranking higher in search results. In this article, we will discuss how to conduct a technical SEO audit to identify and fix technical issues that could be hurting your website’s SEO.

 Start with a crawl

The first step in conducting a technical SEO audit is to perform a website crawl. There are many tools available that can help you crawl your website, such as Screaming Frog, Sitebulb, and DeepCrawl. These tools will help you identify technical issues such as broken links, missing meta tags, duplicate content, and more.

Check your website speed

Website speed is a crucial factor that can impact your website’s SEO. Slow websites can result in a poor user experience, which can hurt your website’s search rankings. To check your website’s speed, you can use tools such as Google’s PageSpeed Insights or GTmetrix. These tools will help you identify issues that are causing your website to load slowly, such as large image sizes, excessive JavaScript, or server response time.

 Check your website’s mobile-friendliness

Mobile-friendliness is another critical factor that can impact your website’s SEO. With the majority of internet users accessing the internet through their mobile devices, having a mobile-friendly website is essential. You can use Google’s Mobile-Friendly Test tool to check whether your website is mobile-friendly or not. This tool will also provide recommendations on how to make your website more mobile-friendly.

Check for duplicate content

Duplicate content is a common issue that can hurt your website’s SEO. It occurs when the same content appears on multiple pages or when multiple URLs have the same content. This can confuse search engines and result in a lower search ranking. To check for duplicate content, you can use tools such as Site liner or Copy scape.

 Check for broken links

Broken links can hurt your website’s user experience and SEO. They occur when a link on your website leads to a dead page or an error page. To check for broken links, you can use tools such as Screaming Frog or Google Search Console. These tools will help you identify broken links on your website and provide recommendations on how to fix them.

 Check your website’s robots.txt file

The robots.txt file is a file that tells search engines which pages of your website they can and cannot crawl. If the robots.txt file is blocking important pages on your website, this can hurt your website’s SEO. To check your website’s robots.txt file, you can simply type in your website’s URL followed by /robots.txt. This will display the contents of your website’s robots.txt file.

Check for XML sitemap

An XML sitemap is a file that lists all the pages on your website. It helps search engines crawl your website more efficiently. To check for an XML sitemap, you can simply type in your website’s URL followed by /sitemap.xml. This will display the contents of your website’s XML sitemap.

Check for HTTPS

HTTPS is a protocol for secure communication over the internet. Having an HTTPS website is important for security reasons, and it can also impact your website’s search rankings. To check for HTTPS, simply type in your website’s URL and look for the padlock icon in the address bar. If the padlock icon is there, your website is HTTPS-enabled.

Check for structured data

Structured data is a type of code that helps search engines understand the content of your website better. It can also help your website appear in rich snippets in search results. To check for structured data, you can use Google’s Structured Data Testing Tool. This tool will help you identify structured data on your website and provide recommendations on how to improve it.

Check for canonical tags

Canonical tags are HTML tags that tell search engines which version of a page is the preferred version. This is important for websites that have multiple versions of the same page. If canonical tags are not set up correctly, it can result in duplicate content issues. To check for canonical tags, you can use tools such as Screaming Frog or Google Search Console.

Check for pagination

Pagination refers to the process of dividing content into multiple pages. If pagination is not set up correctly, it can result in duplicate content issues or pagination errors. To check for pagination issues, you can use tools such as Screaming Frog or Google Search Console.

 Check for schema markup

Schema markup is a type of code that helps search engines understand the content on your website better. It can also help your website appear in rich snippets in search results. To check for schema markup, you can use Google’s Structured Data Testing Tool or a similar tool.

 Check for 404 errors

404 errors occur when a user tries to access a page on your website that does not exist. This can hurt your website’s user experience and SEO. To check for 404 errors, you can use tools such as Screaming Frog or Google Search Console.

Check for crawl errors

Crawl errors occur when search engines are unable to crawl certain pages on your website. This can be due to a variety of reasons, such as server errors or incorrect URL structures. To check for crawl errors, you can use Google Search Console. This tool will help you identify crawl errors on your website and provide recommendations on how to fix them.

 Check for meta tags

Meta tags are HTML tags that provide information about a web page, such as its title and description. Having well-written meta tags is important for SEO because it can impact how your website appears in search results. To check for meta tags, you can use tools such as Screaming Frog or Google Search Console.

In conclusion, conducting a technical SEO audit is an essential aspect of any SEO strategy. By identifying and fixing technical issues on your website, you can improve your website’s user experience and search rankings. The above steps are just some of the many ways you can conduct a technical SEO audit. By following these steps, you can ensure that your website is optimized for search engines and provides a great user experience.

reference

Here are some references that were used in the article:

· Google Search Console: https://search.google.com/search-console/about

· Screaming Frog: https://www.screamingfrog.co.uk/

· Moz: https://moz.com/

· Ahrefs: https://ahrefs.com/

· SEMrush: https://www.semrush.com/

· Google PageSpeed Insights: https://developers.google.com/speed/pagespeed/insights/

· GTmetrix: https://gtmetrix.com/

· Pingdom: https://www.pingdom.com/

· Google’s Structured Data Testing Tool: https://search.google.com/structured-data/testing-tool

[marketingtips-allday]

How to conduct a technical SEO?

Search engine optimization (SEO) is crucial for any website that wants to rank higher in search engine results pages (SERPs). A technical SEO audit is an essential aspect of any SEO strategy. It helps you identify technical issues that might be preventing your website from ranking higher in search results. In this article, we will discuss how to conduct a technical SEO audit to identify and fix…