#AWS Analytics
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astrowarr · 1 year ago
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there's something about jimmy and martyn this season
four times over jimmy has walked the well-worn path into the realm of death all alone, his feet sinking in the inky, star-speckled puddles of the void and his hand shaking on the icy doorknob of After. and the familiarity— and oh, is it so familiar— never manages to suffocate the dread each and every time. the knowledge that this door, these wings, those eyes are all horrifyingly inevitable, following him, miraculously, across worlds.
until now. he steps in the pond of the void and there's a warm hand in his, so warm jimmy knows it to be unwelcome in this place. no one has ever been here with him before, and never in his endless lives and deaths has he ever been left staring wide-eyed at theback of someone's head, the back of martyn's head.
and martyn leads the way. there are no words— there never have been in this place— but his hand is firm and real in jimmy's. he walks confidently, the soles of his shoes marring the ground he walks across with ripples that never stop. and this time, martyn reaches out, and swings that haunting door wide open, ceasing its endless whispers all at once.
when martyn turns around, his eyes lock with jimmy's, and he doesn't speak— no one can, here, jimmy is sure of it— but he might as well, really. his eyes are tired, but they are certain. martyn says nothing, but jimmy hears him. of course he does.
follow me this time, would you?
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sammygender · 5 months ago
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^this but unironically
#also this is such a ridiculous comparison#one of them gets more and more angry as the show progresses actively hurting the people around them#and that’s not me being analytical or hashtag deancrit or whatever it’s just. canon#he has a whole fucking arc about how hes becoming more and more angry and its taking him over and turning him into someone awful#like it’s not a well executed arc <3 but it is about that.#it’s not a coincidence that moc happens right after dean does like some of his worst show moments ever#aka being awful to sam all of s8 for daring to try to move on and then getting him possessed and gaslighting him about it#like they don’t tie up moc in a fulfilling way dean just gets worse and worse and never heals but. Whatever#meanwhile. the other (sam) gets villainised by the show for showing entirely appropriate anger Which by the way is never directed violently#at dean in fact we barely even SEE it in him sam just says he FEELS angry all the time and somehow believes this is proof he is innately#evil and the show AGREES with him. and as the show goes on he stops being able to access this anger even in self preservation and has his#sense of personhood and autonomy worn down again and again#. Like that is completely different#‘whenever dean expresses it that’s just him being abusive’#Literally yes. like i worry for you if you think that trying to kill a child because you’re upset your family died is like Good Normal#Behaviour#it’s understandable in the context of deans life! all his behaviour is! but that doesn’t make it good…#spn#fandom wank#oliver talks#supernatural
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merriclo · 3 months ago
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seeing a bunch of people post ch-118 go off and say stuff like “now you guys have no reason to hate Naomi!!” or talk about how they never hated her is so weird to me. like no there’s actually ample reasons and their relationship is still weird as hell xoxo
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pissfizz · 7 months ago
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I know I’ve become an extremely unbearable person to be around and people don’t like me and that I am fundamentally awful. I know acknowledging what you’ve done or who you are us bad doesn’t make it okay and that you actually have to work to make things better. But I don’t know how. How do you make yourself a better person when it’s everything that you are that you’d have to get rid of. How am I supposed to fix myself without replacing every piece. How do I become something people like when I am at my core unpleasant and awful.
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mahikamihan · 9 months ago
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sldkslfdk
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inkykeiji · 9 months ago
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No fr, I saw Hazbin fans on TT who ACTUALLY THOUGHT Alastor's last name was "Altruist". Like. They didn't comprehend it was a word he was mockingly attaching to his name after his performance in the finale.
oh my good god. once again i say, the media literacy (and possibly literacy, period) is buried beneath the ground like...that’s actually concerning. unless they were young teenagers who just didn’t know what the word meant,, tho idk if young teenagers should necessarily be watching hazbin but that’s a different conversation for a different time.
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deevotee · 2 years ago
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i saw someone say that undertaker isnt really a villain and he's a morally grey character which is crazy to me
i havent gotten to see everything hes done but i think the fact that he canonically said he made zombies to be used as a military force for an anonymous group and then set up an 'experiment' to see how effectively those zombies could kill a large group of innocent people in one go puts him into the pretty morally bad category in my mind 😭
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attila-werther · 2 years ago
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twitter I don't fucking want that
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jcmarchi · 1 day ago
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WordPress Multi-Multisite: A Case Study
New Post has been published on https://thedigitalinsider.com/wordpress-multi-multisite-a-case-study/
WordPress Multi-Multisite: A Case Study
The mission: Provide a dashboard within the WordPress admin area for browsing Google Analytics data for all your blogs.
The catch? You’ve got about 900 live blogs, spread across about 25 WordPress multisite instances. Some instances have just one blog, others have as many as 250. In other words, what you need is to compress a data set that normally takes a very long time to compile into a single user-friendly screen.
The implementation details are entirely up to you, but the final result should look like this Figma comp:
Design courtesy of the incomparable Brian Biddle.
I want to walk you through my approach and some of the interesting challenges I faced coming up with it, as well as the occasional nitty-gritty detail in between. I’ll cover topics like the WordPress REST API, choosing between a JavaScript or PHP approach, rate/time limits in production web environments, security, custom database design — and even a touch of AI. But first, a little orientation.
Let’s define some terms
We’re about to cover a lot of ground, so it’s worth spending a couple of moments reviewing some key terms we’ll be using throughout this post.
What is WordPress multisite?
WordPress Multisite is a feature of WordPress core — no plugins required — whereby you can run multiple blogs (or websites, or stores, or what have you) from a single WordPress installation. All the blogs share the same WordPress core files, wp-content folder, and MySQL database. However, each blog gets its own folder within wp-content/uploads for its uploaded media, and its own set of database tables for its posts, categories, options, etc. Users can be members of some or all blogs within the multisite installation.
What is WordPress multi-multisite?
It’s just a nickname for managing multiple instances of WordPress multisite. It can get messy to have different customers share one multisite instance, so I prefer to break it up so that each customer has their own multisite, but they can have many blogs within their multisite.
So that’s different from a “Network of Networks”?
It’s apparently possible to run multiple instances of WordPress multisite against the same WordPress core installation. I’ve never looked into this, but I recall hearing about it over the years. I’ve heard the term “Network of Networks” and I like it, but that is not the scenario I’m covering in this article.
Why do you keep saying “blogs”? Do people still blog?
You betcha! And people read them, too. You’re reading one right now. Hence, the need for a robust analytics solution. But this article could just as easily be about any sort of WordPress site. I happen to be dealing with blogs, and the word “blog” is a concise way to express “a subsite within a WordPress multisite instance”.
One more thing: In this article, I’ll use the term dashboard site to refer to the site from which I observe the compiled analytics data. I’ll use the term client sites to refer to the 25 multisites I pull data from.
My implementation
My strategy was to write one WordPress plugin that is installed on all 25 client sites, as well as on the dashboard site. The plugin serves two purposes:
Expose data at API endpoints of the client sites
Scrape the data from the client sites from the dashboard site, cache it in the database, and display it in a dashboard.
The WordPress REST API is the Backbone
The WordPress REST API is my favorite part of WordPress. Out of the box, WordPress exposes default WordPress stuff like posts, authors, comments, media files, etc., via the WordPress REST API. You can see an example of this by navigating to /wp-json from any WordPress site, including CSS-Tricks. Here’s the REST API root for the WordPress Developer Resources site:
The root URL for the WordPress REST API exposes structured JSON data, such as this example from the WordPress Developer Resources website.
What’s so great about this? WordPress ships with everything developers need to extend the WordPress REST API and publish custom endpoints. Exposing data via an API endpoint is a fantastic way to share it with other websites that need to consume it, and that’s exactly what I did:
Open the code
<?php [...] function register(WP_REST_Server $server) $endpoints = $this->get(); foreach ($endpoints as $endpoint_slug => $endpoint) register_rest_route( $endpoint['namespace'], $endpoint['route'], $endpoint['args'] ); function get() $version = 'v1'; return array( 'empty_db' => array( 'namespace' => 'LXB_DBA/' . $version, 'route' => '/empty_db', 'args' => array( 'methods' => array( 'DELETE' ), 'callback' => array($this, 'empty_db_cb'), 'permission_callback' => array( $this, 'is_admin' ), ), ), 'get_blogs' => array( 'namespace' => 'LXB_DBA/' . $version, 'route' => '/get_blogs', 'args' => array( 'methods' => array('GET', 'OPTIONS'), 'callback' => array($this, 'get_blogs_cb'), 'permission_callback' => array($this, 'is_dba'), ), ), 'insert_blogs' => array( 'namespace' => 'LXB_DBA/' . $version, 'route' => '/insert_blogs', 'args' => array( 'methods' => array( 'POST' ), 'callback' => array($this, 'insert_blogs_cb'), 'permission_callback' => array( $this, 'is_admin' ), ), ), 'get_blogs_from_db' => array( 'namespace' => 'LXB_DBA/' . $version, 'route' => '/get_blogs_from_db', 'args' => array( 'methods' => array( 'GET' ), 'callback' => array($this, 'get_blogs_from_db_cb'), 'permission_callback' => array($this, 'is_admin'), ), ), 'get_blog_details' => array( 'namespace' => 'LXB_DBA/' . $version, 'route' => '/get_blog_details', 'args' => array( 'methods' => array( 'GET' ), 'callback' => array($this, 'get_blog_details_cb'), 'permission_callback' => array($this, 'is_dba'), ), ), 'update_blogs' => array( 'namespace' => 'LXB_DBA/' . $version, 'route' => '/update_blogs', 'args' => array( 'methods' => array( 'PATCH' ), 'callback' => array($this, 'update_blogs_cb'), 'permission_callback' => array($this, 'is_admin'), ), ), );
We don’t need to get into every endpoint’s details, but I want to highlight one thing. First, I provided a function that returns all my endpoints in an array. Next, I wrote a function to loop through the array and register each array member as a WordPress REST API endpoint. Rather than doing both steps in one function, this decoupling allows me to easily retrieve the array of endpoints in other parts of my plugin to do other interesting things with them, such as exposing them to JavaScript. More on that shortly.
Once registered, the custom API endpoints are observable in an ordinary web browser like in the example above, or via purpose-built tools for API work, such as Postman:
PHP vs. JavaScript
I tend to prefer writing applications in PHP whenever possible, as opposed to JavaScript, and executing logic on the server, as nature intended, rather than in the browser. So, what would that look like on this project?
On the dashboard site, upon some event, such as the user clicking a “refresh data” button or perhaps a cron job, the server would make an HTTP request to each of the 25 multisite installs.
Each multisite install would query all of its blogs and consolidate its analytics data into one response per multisite.
Unfortunately, this strategy falls apart for a couple of reasons:
PHP operates synchronously, meaning you wait for one line of code to execute before moving to the next. This means that we’d be waiting for all 25 multisites to respond in series. That’s sub-optimal.
My production environment has a max execution limit of 60 seconds, and some of my multisites contain hundreds of blogs. Querying their analytics data takes a second or two per blog.
Damn. I had no choice but to swallow hard and commit to writing the application logic in JavaScript. Not my favorite, but an eerily elegant solution for this case:
Due to the asynchronous nature of JavaScript, it pings all 25 Multisites at once.
The endpoint on each Multisite returns a list of all the blogs on that Multisite.
The JavaScript compiles that list of blogs and (sort of) pings all 900 at once.
All 900 blogs take about one-to-two seconds to respond concurrently.
Holy cow, it just went from this:
( 1 second per Multisite * 25 installs ) + ( 1 second per blog * 900 blogs ) = roughly 925 seconds to scrape all the data.
To this:
1 second for all the Multisites at once + 1 second for all 900 blogs at once = roughly 2 seconds to scrape all the data.
That is, in theory. In practice, two factors enforce a delay:
Browsers have a limit as to how many concurrent HTTP requests they will allow, both per domain and regardless of domain. I’m having trouble finding documentation on what those limits are. Based on observing the network panel in Chrome while working on this, I’d say it’s about 50-100.
Web hosts have a limit on how many requests they can handle within a given period, both per IP address and overall. I was frequently getting a “429; Too Many Requests” response from my production environment, so I introduced a delay of 150 milliseconds between requests. They still operate concurrently, it’s just that they’re forced to wait 150ms per blog. Maybe “stagger” is a better word than “wait” in this context:
Open the code
async function getBlogsDetails(blogs) let promises = []; // Iterate and set timeouts to stagger requests by 100ms each blogs.forEach((blog, index) => if (typeof blog.url === 'undefined') return; let id = blog.id; const url = blog.url + '/' + blogDetailsEnpointPath + '?uncache=' + getRandomInt(); // Create a promise that resolves after 150ms delay per blog index const delayedPromise = new Promise(resolve => setTimeout(async () => try const blogResult = await fetchBlogDetails(url, id); if( typeof blogResult.urls == 'undefined' ) console.error( url, id, blogResult ); else if( ! blogResult.urls ) console.error( blogResult ); else if( blogResult.urls.length == 0 ) console.error( blogResult ); else console.log( blogResult ); resolve(blogResult); catch (error) console.error(`Error fetching details for blog ID $id:`, error); resolve(null); // Resolve with null to handle errors gracefully , index * 150); // Offset each request by 100ms ); promises.push(delayedPromise); ); // Wait for all requests to complete const blogsResults = await Promise.all(promises); // Filter out any null results in case of caught errors return blogsResults.filter(result => result !== null);
With these limitations factored in, I found that it takes about 170 seconds to scrape all 900 blogs. This is acceptable because I cache the results, meaning the user only has to wait once at the start of each work session.
The result of all this madness — this incredible barrage of Ajax calls, is just plain fun to watch:
PHP and JavaScript: Connecting the dots
I registered my endpoints in PHP and called them in JavaScript. Merging these two worlds is often an annoying and bug-prone part of any project. To make it as easy as possible, I use wp_localize_script():
<?php [...] class Enqueue function __construct() add_action( 'admin_enqueue_scripts', array( $this, 'lexblog_network_analytics_script' ), 10 ); add_action( 'admin_enqueue_scripts', array( $this, 'lexblog_network_analytics_localize' ), 11 ); function lexblog_network_analytics_script() wp_register_script( 'lexblog_network_analytics_script', LXB_DBA_URL . '/js/lexblog_network_analytics.js', array( 'jquery', 'jquery-ui-autocomplete' ), false, false ); function lexblog_network_analytics_localize() $a = new LexblogNetworkAnalytics; $data = $a -> get_localization_data(); $slug = $a -> get_slug(); wp_localize_script( 'lexblog_network_analytics_script', $slug, $data ); // etc.
In that script, I’m telling WordPress two things:
Load my JavaScript file.
When you do, take my endpoint URLs, bundle them up as JSON, and inject them into the HTML document as a global variable for my JavaScript to read. This is leveraging the point I noted earlier where I took care to provide a convenient function for defining the endpoint URLs, which other functions can then invoke without fear of causing any side effects.
Here’s how that ended up looking:
The JSON and its associated JavaScript file, where I pass information from PHP to JavaScript using wp_localize_script().
Auth: Fort Knox or Sandbox?
We need to talk about authentication. To what degree do these endpoints need to be protected by server-side logic? Although exposing analytics data is not nearly as sensitive as, say, user passwords, I’d prefer to keep things reasonably locked up. Also, since some of these endpoints perform a lot of database queries and Google Analytics API calls, it’d be weird to sit here and be vulnerable to weirdos who might want to overload my database or Google Analytics rate limits.
That’s why I registered an application password on each of the 25 client sites. Using an app password in php is quite simple. You can authenticate the HTTP requests just like any basic authentication scheme.
I’m using JavaScript, so I had to localize them first, as described in the previous section. With that in place, I was able to append these credentials when making an Ajax call:
async function fetchBlogsOfInstall(url, id) let install = lexblog_network_analytics.installs[id]; let pw = install.pw; let user = install.user; // Create a Basic Auth token let token = btoa(`$user:$pw`); let auth = 'Authorization': `Basic $token` ; try let data = await $.ajax( url: url, method: 'GET', dataType: 'json', headers: auth ); return data; catch (error) console.error('Request failed:', error); return [];
That file uses this cool function called btoa() for turning the raw username and password combo into basic authentication.
The part where we say, “Oh Right, CORS.”
Whenever I have a project where Ajax calls are flying around all over the place, working reasonably well in my local environment, I always have a brief moment of panic when I try it on a real website, only to get errors like this:
Oh. Right. CORS. Most reasonably secure websites do not allow other websites to make arbitrary Ajax requests. In this project, I absolutely do need the Dashboard Site to make many Ajax calls to the 25 client sites, so I have to tell the client sites to allow CORS:
<?php // ... function __construct() add_action( 'rest_api_init', array( $this, 'maybe_add_cors_headers' ), 10 ); function maybe_add_cors_headers() // Only allow CORS for the endpoints that pertain to this plugin. if( $this->is_dba() ) add_filter( 'rest_pre_serve_request', array( $this, 'send_cors_headers' ), 10, 2 ); function is_dba() $url = $this->get_current_url(); $ep_urls = $this->get_endpoint_urls(); $out = in_array( $url, $ep_urls ); return $out; function send_cors_headers( $served, $result ) // Only allow CORS from the dashboard site. $dashboard_site_url = $this->get_dashboard_site_url(); header( "Access-Control-Allow-Origin: $dashboard_site_url" ); header( 'Access-Control-Allow-Headers: Origin, X-Requested-With, Content-Type, Accept, Authorization' ); header( 'Access-Control-Allow-Methods: GET, OPTIONS' ); return $served; [...] }
You’ll note that I’m following the principle of least privilege by taking steps to only allow CORS where it’s necessary.
Auth, Part 2: I’ve been known to auth myself
I authenticated an Ajax call from the dashboard site to the client sites. I registered some logic on all the client sites to allow the request to pass CORS. But then, back on the dashboard site, I had to get that response from the browser to the server.
The answer, again, was to make an Ajax call to the WordPress REST API endpoint for storing the data. But since this was an actual database write, not merely a read, it was more important than ever to authenticate. I did this by requiring that the current user be logged into WordPress and possess sufficient privileges. But how would the browser know about this?
In PHP, when registering our endpoints, we provide a permissions callback to make sure the current user is an admin:
<?php // ... function get() $version = 'v1'; return array( 'update_blogs' => array( 'namespace' => 'LXB_DBA/' . $version, 'route' => '/update_blogs', 'args' => array( 'methods' => array( 'PATCH' ), 'callback' => array( $this, 'update_blogs_cb' ), 'permission_callback' => array( $this, 'is_admin' ), ), ), // ... ); function is_admin() $out = current_user_can( 'update_core' ); return $out;
JavaScript can use this — it’s able to identify the current user — because, once again, that data is localized. The current user is represented by their nonce:
async function insertBlog( data ) let url = lexblog_network_analytics.endpoint_urls.insert_blog; try await $.ajax( url: url, method: 'POST', dataType: 'json', data: data, headers: 'X-WP-Nonce': getNonce() ); catch (error) console.error('Failed to store blogs:', error); function getNonce() if( typeof wpApiSettings.nonce == 'undefined' ) return false; return wpApiSettings.nonce;
The wpApiSettings.nonce global variable is automatically present in all WordPress admin screens. I didn’t have to localize that. WordPress core did it for me.
Cache is King
Compressing the Google Analytics data from 900 domains into a three-minute loading .gif is decent, but it would be totally unacceptable to have to wait for that long multiple times per work session. Therefore I cache the results of all 25 client sites in the database of the dashboard site.
I’ve written before about using the WordPress Transients API for caching data, and I could have used it on this project. However, something about the tremendous volume of data and the complexity implied within the Figma design made me consider a different approach. I like the saying, “The wider the base, the higher the peak,” and it applies here. Given that the user needs to query and sort the data by date, author, and metadata, I think stashing everything into a single database cell — which is what a transient is — would feel a little claustrophobic. Instead, I dialed up E.F. Codd and used a relational database model via custom tables:
In the Dashboard Site, I created seven custom database tables, including one relational table, to cache the data from the 25 client sites, as shown in the image.
It’s been years since I’ve paged through Larry Ullman’s career-defining (as in, my career) books on database design, but I came into this project with a general idea of what a good architecture would look like. As for the specific details — things like column types — I foresaw a lot of Stack Overflow time in my future. Fortunately, LLMs love MySQL and I was able to scaffold out my requirements using DocBlocks and let Sam Altman fill in the blanks:
Open the code
<?php /** * Provides the SQL code for creating the Blogs table. It has columns for: * - ID: The ID for the blog. This should just autoincrement and is the primary key. * - name: The name of the blog. Required. * - slug: A machine-friendly version of the blog name. Required. * - url: The url of the blog. Required. * - mapped_domain: The vanity domain name of the blog. Optional. * - install: The name of the Multisite install where this blog was scraped from. Required. * - registered: The date on which this blog began publishing posts. Optional. * - firm_id: The ID of the firm that publishes this blog. This will be used as a foreign key to relate to the Firms table. Optional. * - practice_area_id: The ID of the firm that publishes this blog. This will be used as a foreign key to relate to the PracticeAreas table. Optional. * - amlaw: Either a 0 or a 1, to indicate if the blog comes from an AmLaw firm. Required. * - subscriber_count: The number of email subscribers for this blog. Optional. * - day_view_count: The number of views for this blog today. Optional. * - week_view_count: The number of views for this blog this week. Optional. * - month_view_count: The number of views for this blog this month. Optional. * - year_view_count: The number of views for this blog this year. Optional. * * @return string The SQL for generating the blogs table. */ function get_blogs_table_sql() $slug = 'blogs'; $out = "CREATE TABLE $this->get_prefix()_$slug ( id BIGINT NOT NULL AUTO_INCREMENT, slug VARCHAR(255) NOT NULL, name VARCHAR(255) NOT NULL, url VARCHAR(255) NOT NULL UNIQUE, /* adding unique constraint */ mapped_domain VARCHAR(255) UNIQUE, install VARCHAR(255) NOT NULL, registered DATE DEFAULT NULL, firm_id BIGINT, practice_area_id BIGINT, amlaw TINYINT NOT NULL, subscriber_count BIGINT, day_view_count BIGINT, week_view_count BIGINT, month_view_count BIGINT, year_view_count BIGINT, PRIMARY KEY (id), FOREIGN KEY (firm_id) REFERENCES $this->get_prefix()_firms(id), FOREIGN KEY (practice_area_id) REFERENCES $this->get_prefix()_practice_areas(id) ) DEFAULT CHARSET=utf8mb4;"; return $out;
In that file, I quickly wrote a DocBlock for each function, and let the OpenAI playground spit out the SQL. I tested the result and suggested some rigorous type-checking for values that should always be formatted as numbers or dates, but that was the only adjustment I had to make. I think that’s the correct use of AI at this moment: You come in with a strong idea of what the result should be, AI fills in the details, and you debate with it until the details reflect what you mostly already knew.
How it’s going
I’ve implemented most of the user stories now. Certainly enough to release an MVP and begin gathering whatever insights this data might have for us:
It’s working!
One interesting data point thus far: Although all the blogs are on the topic of legal matters (they are lawyer blogs, after all), blogs that cover topics with a more general appeal seem to drive more traffic. Blogs about the law as it pertains to food, cruise ships, germs, and cannabis, for example. Furthermore, the largest law firms on our network don’t seem to have much of a foothold there. Smaller firms are doing a better job of connecting with a wider audience. I’m positive that other insights will emerge as we work more deeply with this.
Regrets? I’ve had a few.
This project probably would have been a nice opportunity to apply a modern JavaScript framework, or just no framework at all. I like React and I can imagine how cool it would be to have this application be driven by the various changes in state rather than… drumroll… a couple thousand lines of jQuery!
I like jQuery’s ajax() method, and I like the jQueryUI autocomplete component. Also, there’s less of a performance concern here than on a public-facing front-end. Since this screen is in the WordPress admin area, I’m not concerned about Google admonishing me for using an extra library. And I’m just faster with jQuery. Use whatever you want.
I also think it would be interesting to put AWS to work here and see what could be done through Lambda functions. Maybe I could get Lambda to make all 25 plus 900 requests concurrently with no worries about browser limitations. Heck, maybe I could get it to cycle through IP addresses and sidestep the 429 rate limit as well.
And what about cron? Cron could do a lot of work for us here. It could compile the data on each of the 25 client sites ahead of time, meaning that the initial three-minute refresh time goes away. Writing an application in cron, initially, I think is fine. Coming back six months later to debug something is another matter. Not my favorite. I might revisit this later on, but for now, the cron-free implementation meets the MVP goal.
I have not provided a line-by-line tutorial here, or even a working repo for you to download, and that level of detail was never my intention. I wanted to share high-level strategy decisions that might be of interest to fellow Multi-Multisite people. Have you faced a similar challenge? I’d love to hear about it in the comments!
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vastedge330 · 1 month ago
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Discover how AWS enables businesses to achieve greater flexibility, scalability, and cost efficiency through hybrid data management. Learn key strategies like dynamic resource allocation, robust security measures, and seamless integration with existing systems. Uncover best practices to optimize workloads, enhance data analytics, and maintain business continuity with AWS's comprehensive tools. This guide is essential for organizations looking to harness cloud and on-premises environments effectively.
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sanjanabia · 1 month ago
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Why AWS is Becoming Essential for Modern IT Professionals
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In today's fast-paced tech landscape, the integration of development and operations has become crucial for delivering high-quality software efficiently. AWS DevOps is at the forefront of this transformation, enabling organizations to streamline their processes, enhance collaboration, and achieve faster deployment cycles. For IT professionals looking to stay relevant in this evolving environment, pursuing AWS DevOps training in Hyderabad is a strategic choice. Let’s explore why AWS DevOps is essential and how training can set you up for success.
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Career Opportunities in AWS DevOps
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Each role offers unique challenges and opportunities for growth, making AWS DevOps skills highly valuable.
2. High Demand and Salary Potential
The demand for DevOps professionals, particularly those skilled in AWS, is skyrocketing. Organizations are actively seeking AWS-certified candidates who can implement effective DevOps practices. According to industry reports, these professionals often command competitive salaries, making an AWS DevOps training in Hyderabad a wise investment.
3. Job Security
As more companies adopt cloud solutions and DevOps practices, the need for skilled professionals will continue to grow. This trend indicates that expertise in AWS DevOps can provide long-term job security and career advancement opportunities.
Staying Relevant in a Rapidly Changing Industry
1. Continuous Learning
The tech industry is continually evolving, and AWS regularly introduces new tools and features. Staying updated with these advancements is crucial for maintaining your relevance in the field. Consider pursuing additional certifications or training courses to deepen your expertise.
2. Community Engagement
Engaging with AWS and DevOps communities can provide insights into industry trends and best practices. These networks often share valuable resources, training materials, and opportunities for collaboration.
Conclusion
As the demand for efficient software delivery continues to rise, AWS DevOps expertise has become essential for modern IT professionals. Investing in AWS DevOps training in Hyderabad will equip you with the skills and knowledge needed to excel in this dynamic field.
By enhancing your capabilities in collaboration, automation, and continuous delivery, you can position yourself for a successful career in AWS DevOps. Don’t miss the opportunity to elevate your professional journey—consider enrolling in an AWS DevOps training in Hyderabad program today and unlock your potential in the world of cloud computing!
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aretovetechnologies01 · 3 months ago
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Aretove Technologies specializes in data science consulting and predictive analytics, particularly in healthcare. We harness advanced data analytics to optimize patient care, operational efficiency, and strategic decision-making. Our tailored solutions empower healthcare providers to leverage data for improved outcomes and cost-effectiveness. Trust Aretove Technologies for cutting-edge predictive analytics and data-driven insights that transform healthcare delivery.
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albertyevans · 3 months ago
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Find out which cloud data warehouse is superior—Azure Synapse Analytics or AWS Redshift. Compare features, cost efficiency, and data integration capabilities.
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qservicesinc · 3 months ago
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Select the best tool for your data needs: Azure Analytics offers an all-in-one solution with flexible setup and robust security, while Amazon Redshift delivers rapid analytics with seamless AWS integration and scalable growth. See our comparison chart between Azure Synapse Analytics and AWS Redshift. Choose wisely as per your business needs! Learn more: https://www.qservicesit.com/azure-analytics-services
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interiorlulus · 3 months ago
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Slightly embarrassing convo with my gastroenterologist but I survived.
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besttraining · 3 months ago
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Choosing the Best Data Science Course in Mumbai
Are you looking to enhance your skills and knowledge in the field of data science? Mumbai, with its booming technology industry, is the perfect place to start but with numerous options available, it can be overwhelming to choose the best data science course in Mumbai In this comprehensive guide, we will help you navigate through the various training programs and certifications available for data science in Mumbai.
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When it comes to data analytics training in Mumbai, there are many institutes that offer courses varying from short-term workshops to full-fledged degree programs It is important to do thorough research and understand your specific learning goals before making a decision Some popular options.
Data science has become an essential skill across various industries such as finance, healthcare, retail, and more Thus, choosing a reputed institute for your data science course in Mumbai is crucial for building a successful career in this field Look for institutes that have experienced faculty members with practical experience in the industry and have tie-ups with top companies for placements or internships opportunities.
If you are specifically interested in big data training in Mumbai then focus on finding an institute that offers specialized courses on topics like Hadoop ecosystem or Spark programming language These skills are highly sought after by employers as big data continues to grow exponentially Additionally, look out for institutes that provide hands-on experience through projects based on real-world scenarios.
In today's competitive job market having a certification can give you an edge over other candidates when applying for jobs related to data science Data Science Certification offered by institutes like Simplilearn or Edureka not only provide recognition but also validate your knowledge and skills which can boost your chances of landing a desirable job opportunity.
In conclusion, choosing the best data science course in Mumbai involves assessing your learning goals and researching various institutes to find the one that aligns with your career aspirations Consider factors like faculty experience, industry tie-ups, hands-on learning opportunities and certifications before making a decision with the right training program in place, you can acquire the necessary skills to excel in this rapidly growing field of data science.
Lastly, as artificial intelligence continues to revolutionize industries, it is essential for individuals aiming for a career in data analytics to stay updated on AI advancements Thus, enrolling in an Artificial Intelligence Training program in Mumbai can provide individuals with the necessary skills required for understanding and modelling complex data sets while leveraging AI algorithms With this training, participants can learn about neural networks, deep learning techniques, natural language processing. If you are looking to unlock the world of big data and carve a successful career path in analytics - Mumbai offers several top-notch training programs designed specifically for your needs These courses not only provide you with the right technical knowledge but also equip you with real-world experience and soft skills crucial for excelling in today's competitive job market So don't wait any longer – enroll yourself now!
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