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    <title>DEV Community: Dylan Parker</title>
    <description>The latest articles on DEV Community by Dylan Parker (@dylan_parker123).</description>
    <link>https://dev.to/dylan_parker123</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3940172%2F87c53d10-521e-4874-a3ea-0556e52f7a4c.png</url>
      <title>DEV Community: Dylan Parker</title>
      <link>https://dev.to/dylan_parker123</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/dylan_parker123"/>
    <language>en</language>
    <item>
      <title>Why I Stopped Buying Cheap Ironmongery for Restoration Projects</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Sat, 20 Jun 2026 11:11:29 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/why-i-stopped-buying-cheap-ironmongery-for-restoration-projects-566g</link>
      <guid>https://dev.to/dylan_parker123/why-i-stopped-buying-cheap-ironmongery-for-restoration-projects-566g</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fbw0qfnjyjow28ppfl710.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fbw0qfnjyjow28ppfl710.png" alt=" " width="800" height="533"&gt;&lt;/a&gt;After restoring furniture and working on small renovation projects for years, I've learned an expensive lesson:&lt;/p&gt;

&lt;p&gt;Cheap hardware almost always costs more in the long run.&lt;/p&gt;

&lt;p&gt;I've dealt with hinges that started sagging after a few months, gate latches that seized up in bad weather, and decorative knobs that looked great in photos but felt flimsy in actual use.&lt;/p&gt;

&lt;p&gt;The difference between budget hardware and quality ironmongery becomes obvious once it's installed and used every day.&lt;/p&gt;

&lt;p&gt;A few things I now look for:&lt;/p&gt;

&lt;p&gt;Solid metal construction instead of lightweight alloys&lt;br&gt;
Durable finishes that resist rust and wear&lt;br&gt;
Smooth hinge movement with minimal play&lt;br&gt;
Well-machined threads and fixings&lt;br&gt;
Hardware that develops character over time rather than deteriorating&lt;/p&gt;

&lt;p&gt;Recently I've been using more traditional iron hardware, particularly for restoration projects and period-style renovations. The weight, finish, and overall build quality make a noticeable difference, especially on doors, gates, and cabinets that see constant use.&lt;/p&gt;

&lt;p&gt;One thing I've found is that good ironmongery doesn't just improve durability—it changes how a project feels. A solid latch, handle, or hinge can make even a simple build feel premium.&lt;/p&gt;

&lt;p&gt;For anyone working on furniture restoration, home renovation, or custom woodworking projects, don't overlook the hardware. It's one of the few parts you'll interact with every single day.&lt;/p&gt;

&lt;p&gt;What piece of hardware has made the biggest difference in one of your projects?&lt;/p&gt;

</description>
    </item>
    <item>
      <title>When you're auditing a website for SEO, one of the first things you need to check is whether the sitemap is properly configured and accessible.</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Sat, 20 Jun 2026 05:01:56 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/when-youre-auditing-a-website-for-seo-one-of-the-first-things-you-need-to-check-is-whether-the-3ep2</link>
      <guid>https://dev.to/dylan_parker123/when-youre-auditing-a-website-for-seo-one-of-the-first-things-you-need-to-check-is-whether-the-3ep2</guid>
      <description>&lt;p&gt;But manually hunting for sitemap files can be tedious, especially when dealing with large or unfamiliar sites.&lt;/p&gt;

&lt;p&gt;Most developers know the common locations like &lt;code&gt;/sitemap.xml&lt;/code&gt; or &lt;code&gt;/sitemap_index.xml&lt;/code&gt;, but not all sites follow these conventions. Some use alternate paths, dynamic sitemaps, or even separate sitemaps for images, videos, and news content.&lt;/p&gt;

&lt;p&gt;This is where having a reliable detection method becomes important. Instead of guessing or manually checking multiple URLs, you can use a tool that automatically scans common sitemap locations and reports back what's available.&lt;/p&gt;

&lt;p&gt;Here's a simple approach using Python to check for common sitemap locations:&lt;/p&gt;

&lt;p&gt;python&lt;br&gt;
import requests&lt;br&gt;
from urllib.parse import urljoin&lt;/p&gt;

&lt;p&gt;def check_sitemap(base_url):&lt;br&gt;
    common_paths = [&lt;br&gt;
        '/sitemap.xml',&lt;br&gt;
        '/sitemap_index.xml',&lt;br&gt;
        '/sitemap/',&lt;br&gt;
        '/sitemap.php',&lt;br&gt;
        '/sitemap.txt',&lt;br&gt;
        '/robots.txt'&lt;br&gt;
    ]&lt;/p&gt;


&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;found_sitemaps = []&lt;br&gt;
for path in common_paths:&lt;br&gt;
    url = urljoin(base_url, path)&lt;br&gt;
    try:&lt;br&gt;
        response = requests.get(url, timeout=5)&lt;br&gt;
        if response.status_code == 200:&lt;br&gt;
            found_sitemaps.append(url)&lt;br&gt;
            print(f"Found: {url}")&lt;br&gt;
    except requests.exceptions.RequestException:&lt;br&gt;
        pass

&lt;p&gt;return found_sitemaps&lt;br&gt;
&lt;/p&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;
&lt;h1&gt;
&lt;br&gt;
  &lt;br&gt;
  &lt;br&gt;
  Example usage&lt;br&gt;
&lt;/h1&gt;

&lt;p&gt;base_url = "&lt;a href="https://example.com" rel="noopener noreferrer"&gt;https://example.com&lt;/a&gt;"&lt;br&gt;
sitemaps = check_sitemap(base_url)&lt;br&gt;
print(f"Found {len(sitemaps)} sitemap(s)")&lt;/p&gt;

&lt;p&gt;This script checks several standard locations, including &lt;code&gt;robots.txt&lt;/code&gt;, which often references the actual sitemap URL. However, for a more thorough analysis that covers edge cases and automatically parses sitemap indexes, a dedicated tool can save significant time.&lt;/p&gt;

&lt;p&gt;Tools like the SERPSpur Free Sitemap Finder Tool automate this entire process. It scans your domain for all common sitemap formats, detects XML sitemaps, and even identifies sitemaps referenced in robots.txt. This is particularly useful when you're auditing multiple sites or need to verify sitemap configuration quickly.&lt;/p&gt;

&lt;p&gt;Why does this matter for SEO? Search engines use sitemaps to discover and prioritize content for crawling. If your sitemap is missing, broken, or not properly referenced, pages may not get indexed efficiently. Regular sitemap checks are a fundamental part of technical SEO maintenance.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fqcdk7gy1nr86idd4h9c3.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fqcdk7gy1nr86idd4h9c3.png" alt=" " width="800" height="533"&gt;&lt;/a&gt;&lt;br&gt;
Whether you're building an SEO audit tool or just doing routine checks, having a reliable method to find sitemaps is essential. Automated detection removes the guesswork and ensures you're working with complete data.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Small Homeware Upgrades That Made My Hallway Feel Finished</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Fri, 19 Jun 2026 05:53:47 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/small-homeware-upgrades-that-made-my-hallway-feel-finished-o3p</link>
      <guid>https://dev.to/dylan_parker123/small-homeware-upgrades-that-made-my-hallway-feel-finished-o3p</guid>
      <description>&lt;p&gt;I've been refreshing my hallway recently and was surprised by how much impact a few small homeware pieces can have.&lt;/p&gt;

&lt;p&gt;The biggest change came from adding a large mirror. It reflects natural light, makes the space feel larger, and creates an instant focal point. Pairing it with a simple ceramic vase and some greenery helped the area feel more intentional without adding clutter.&lt;/p&gt;

&lt;p&gt;A few things that worked well:&lt;/p&gt;

&lt;p&gt;Use mirrors to brighten narrow spaces.&lt;br&gt;
Group decorative items in odd numbers (3 or 5 pieces).&lt;br&gt;
Mix heights using books, plant stands, or candle holders.&lt;br&gt;
Stick to a consistent color palette for a cleaner look.&lt;br&gt;
Choose functional décor like trays, coasters, or storage baskets.&lt;/p&gt;

&lt;p&gt;One design tip I've learned: layering different heights creates depth and makes even simple accessories look professionally styled.&lt;/p&gt;

&lt;p&gt;What's your favorite way to style a console table or hallway space? Any small décor upgrades that made a bigger difference than expected?&lt;/p&gt;

</description>
    </item>
    <item>
      <title>How I Automated Search Engine Penalty Monitoring for My Sites</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Fri, 19 Jun 2026 05:35:27 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/how-i-automated-search-engine-penalty-monitoring-for-my-sites-1hep</link>
      <guid>https://dev.to/dylan_parker123/how-i-automated-search-engine-penalty-monitoring-for-my-sites-1hep</guid>
      <description>&lt;p&gt;A few years ago, a client called me in a panic after their organic traffic dropped nearly 40% overnight.&lt;/p&gt;

&lt;p&gt;The worst part? We had no idea whether it was a Google update, a technical issue, or an actual search engine penalty.&lt;/p&gt;

&lt;p&gt;Since then, I've become a big believer in automated monitoring.&lt;/p&gt;

&lt;p&gt;Recently, I put together a simple Python script that checks a site's status regularly and alerts me when something looks off. The idea is simple: don't wait until rankings disappear before investigating.&lt;/p&gt;

&lt;p&gt;import requests&lt;/p&gt;

&lt;p&gt;def check_penalty_status(domain):&lt;br&gt;
    url = f"&lt;a href="https://serpspur.com/tool/search-engine-penalty-radar/?domain=%7Bdomain%7D" rel="noopener noreferrer"&gt;https://serpspur.com/tool/search-engine-penalty-radar/?domain={domain}&lt;/a&gt;"&lt;br&gt;
    response = requests.get(url)&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;if response.status_code == 200:
    print(f"Status check completed for {domain}")
else:
    print("Unable to fetch status")
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;check_penalty_status("example.com")&lt;/p&gt;

&lt;p&gt;A few reasons I like automating these checks:&lt;/p&gt;

&lt;p&gt;Detect potential issues early&lt;br&gt;
Monitor multiple domains from one script&lt;br&gt;
Reduce manual SEO audits&lt;br&gt;
Catch indexing and visibility problems before they become serious&lt;/p&gt;

&lt;p&gt;You can take it a step further by:&lt;/p&gt;

&lt;p&gt;Running it via cron daily&lt;br&gt;
Sending alerts to Slack or Discord&lt;br&gt;
Logging results for trend analysis&lt;br&gt;
Combining it with uptime and Core Web Vitals monitoring&lt;/p&gt;

&lt;p&gt;The biggest lesson I've learned in SEO is that prevention is usually easier than recovery.&lt;/p&gt;

&lt;p&gt;How are you monitoring site health and search visibility these days? Any tools or scripts you've found particularly useful? 👇&lt;/p&gt;

</description>
    </item>
    <item>
      <title>The Home Decor Upgrades That Made the Biggest Difference for Me</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Tue, 16 Jun 2026 06:49:51 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/the-home-decor-upgrades-that-made-the-biggest-difference-for-me-43o0</link>
      <guid>https://dev.to/dylan_parker123/the-home-decor-upgrades-that-made-the-biggest-difference-for-me-43o0</guid>
      <description>&lt;p&gt;Over the past few months, I've been trying to make my living room feel more polished without spending a fortune or committing to a full renovation.&lt;/p&gt;

&lt;p&gt;What surprised me was how much impact a few carefully chosen homeware pieces could have.&lt;/p&gt;

&lt;p&gt;I started with simple additions—a ceramic vase, a matching set of coasters, and a couple of planters. None of them were expensive, but together they made the room feel far more intentional. Later, I added some wall art, which helped tie everything together and gave the space a bit more personality.&lt;/p&gt;

&lt;p&gt;A few things I've learned:&lt;/p&gt;

&lt;p&gt;Small decorative accents can completely change the feel of a room.&lt;br&gt;
Matching materials and colors create a more cohesive look.&lt;br&gt;
Functional items like coasters and planters don't have to be boring.&lt;br&gt;
Quality pieces tend to look better and last longer than trendy impulse purchases.&lt;/p&gt;

&lt;p&gt;The best part is that you don't need to redesign an entire room. Sometimes one shelf, coffee table, or empty corner is enough to start transforming a space.&lt;/p&gt;

&lt;p&gt;What's the smallest decor purchase you've made that had the biggest impact on your home? 👇&lt;/p&gt;

</description>
    </item>
    <item>
      <title>The Small Homeware Upgrades That Made My Space Feel Completely Different</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Mon, 15 Jun 2026 07:29:10 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/the-small-homeware-upgrades-that-made-my-space-feel-completely-different-2gj1</link>
      <guid>https://dev.to/dylan_parker123/the-small-homeware-upgrades-that-made-my-space-feel-completely-different-2gj1</guid>
      <description>&lt;p&gt;For the longest time, I thought making a home look better required a big renovation budget.&lt;/p&gt;

&lt;p&gt;Turns out, the biggest improvements came from the smallest changes.&lt;/p&gt;

&lt;p&gt;A simple mirror made my living room feel brighter and more spacious. A ceramic vase added a focal point to an otherwise empty shelf. Replacing mismatched coasters and decorative accessories instantly made the space feel more intentional and organized.&lt;/p&gt;

&lt;p&gt;What surprised me most was how these small details affected the overall atmosphere. Instead of feeling cluttered or unfinished, the room started to feel curated.&lt;/p&gt;

&lt;p&gt;A few upgrades that had the biggest impact for me:&lt;/p&gt;

&lt;p&gt;Decorative mirrors that reflect natural light&lt;br&gt;
Minimalist vases and planters for shelves and tables&lt;br&gt;
Wall art that adds personality without overwhelming the room&lt;br&gt;
Candle holders and small accents that create warmth&lt;br&gt;
Matching accessories that tie a room together&lt;/p&gt;

&lt;p&gt;I've learned that good home design isn't always about buying more things—it's about choosing the right things.&lt;/p&gt;

&lt;p&gt;If you're looking to refresh your space without taking on a full renovation project, focusing on decorative accents and homeware is a surprisingly effective place to start.&lt;/p&gt;

&lt;p&gt;What's the smallest home upgrade you've made that had the biggest impact?&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Why Good Hardware Is One of the Most Overlooked Parts of a Home Renovation</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Sun, 14 Jun 2026 11:20:42 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/why-good-hardware-is-one-of-the-most-overlooked-parts-of-a-home-renovation-hoo</link>
      <guid>https://dev.to/dylan_parker123/why-good-hardware-is-one-of-the-most-overlooked-parts-of-a-home-renovation-hoo</guid>
      <description>&lt;p&gt;When people talk about home renovations, they usually focus on the big things—paint colors, flooring, kitchens, and lighting.&lt;/p&gt;

&lt;p&gt;But one of the biggest improvements I've noticed comes from something much smaller: hardware.&lt;/p&gt;

&lt;p&gt;A few years ago, I replaced a set of worn-out hinges and door handles during a renovation project. I expected a cosmetic improvement. What surprised me was how much it changed the feel of the space.&lt;/p&gt;

&lt;p&gt;Doors closed more smoothly. Handles felt solid instead of hollow. Gate latches worked without sticking. Small details, but things you interact with every day.&lt;/p&gt;

&lt;p&gt;What I've learned is that quality hardware tends to offer:&lt;/p&gt;

&lt;p&gt;Better durability over time&lt;br&gt;
Smoother operation&lt;br&gt;
Fewer maintenance issues&lt;br&gt;
A more premium feel without major expense&lt;br&gt;
Design consistency throughout a property&lt;/p&gt;

&lt;p&gt;It's one of those upgrades that rarely appears in before-and-after photos, yet it can dramatically improve the daily experience of using a space.&lt;/p&gt;

&lt;p&gt;For anyone working on a renovation, restoration, workshop build, or even simple home maintenance, I'm curious:&lt;/p&gt;

&lt;p&gt;What's the most underrated upgrade you've made that had a bigger impact than expected?&lt;/p&gt;

&lt;p&gt;For me, surprisingly, it was replacing the hardware.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>How I Diagnose Search Engine IP Blocks Before Blaming My Scrapers</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Sat, 13 Jun 2026 10:47:51 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/how-i-diagnose-search-engine-ip-blocks-before-blaming-my-scrapers-4lle</link>
      <guid>https://dev.to/dylan_parker123/how-i-diagnose-search-engine-ip-blocks-before-blaming-my-scrapers-4lle</guid>
      <description>&lt;p&gt;If you've ever run large-scale SEO audits, rank tracking, or search result monitoring, you've probably run into an annoying problem: CAPTCHAs everywhere.&lt;/p&gt;

&lt;p&gt;My first instinct used to be blaming my code.&lt;/p&gt;

&lt;p&gt;I'd spend hours debugging request headers, retry logic, and proxy rotation only to discover that the real issue was a flagged IP address.&lt;/p&gt;

&lt;p&gt;Common warning signs include:&lt;/p&gt;

&lt;p&gt;Sudden CAPTCHA challenges&lt;br&gt;
Unusually slow search requests&lt;br&gt;
Empty or inconsistent SERP results&lt;br&gt;
Temporary access restrictions&lt;br&gt;
Higher-than-normal failure rates&lt;/p&gt;

&lt;p&gt;After running into this repeatedly, I started checking infrastructure before touching application code.&lt;/p&gt;

&lt;p&gt;A simple workflow that helps:&lt;/p&gt;

&lt;p&gt;Verify the IP isn't rate-limited.&lt;br&gt;
Check whether the issue affects multiple search engines.&lt;br&gt;
Review recent request volume spikes.&lt;br&gt;
Inspect proxy reputation.&lt;br&gt;
Compare results from a clean network.&lt;/p&gt;

&lt;p&gt;In many cases, reducing request frequency and improving rotation logic solves the problem faster than rewriting scraper code.&lt;/p&gt;

&lt;p&gt;I'm curious how others handle this.&lt;/p&gt;

&lt;p&gt;Do you use residential proxies, datacenter proxies, or a hybrid approach?&lt;br&gt;
What signals tell you an IP is starting to get flagged?&lt;br&gt;
Have you found reliable ways to reduce CAPTCHA frequency without sacrificing crawl speed?&lt;/p&gt;

&lt;p&gt;Would love to hear what's working for other developers and SEO practitioners.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>python</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>How I Automated Invoice Processing Instead of Copy-Pasting Data</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Sat, 13 Jun 2026 10:13:28 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/how-i-automated-invoice-processing-instead-of-copy-pasting-data-2002</link>
      <guid>https://dev.to/dylan_parker123/how-i-automated-invoice-processing-instead-of-copy-pasting-data-2002</guid>
      <description>&lt;p&gt;A few months ago, I had to process dozens of invoices from different vendors.&lt;/p&gt;

&lt;p&gt;The problem wasn't the volume—it was the formats.&lt;/p&gt;

&lt;p&gt;Some invoices arrived as PDFs, others as Excel spreadsheets, and a few were exported as HTML tables. Getting everything into a single CSV file for analysis became a repetitive and error-prone task.&lt;/p&gt;

&lt;p&gt;My first approach was manual:&lt;/p&gt;

&lt;p&gt;Open invoice&lt;br&gt;
Copy values&lt;br&gt;
Paste into spreadsheet&lt;br&gt;
Repeat&lt;/p&gt;

&lt;p&gt;It worked, but it didn't scale.&lt;/p&gt;

&lt;p&gt;So I started experimenting with automation. The workflow I ended up using looked something like this:&lt;/p&gt;

&lt;p&gt;from pathlib import Path&lt;br&gt;
import pandas as pd&lt;/p&gt;

&lt;p&gt;invoice_dir = Path("invoices")&lt;/p&gt;

&lt;p&gt;all_data = []&lt;/p&gt;

&lt;p&gt;for file in invoice_dir.iterdir():&lt;br&gt;
    if file.suffix == ".csv":&lt;br&gt;
        df = pd.read_csv(file)&lt;br&gt;
        all_data.append(df)&lt;/p&gt;

&lt;p&gt;combined = pd.concat(all_data, ignore_index=True)&lt;br&gt;
combined.to_csv("combined_invoices.csv", index=False)&lt;/p&gt;

&lt;p&gt;print("Done!")&lt;/p&gt;

&lt;p&gt;The code above is intentionally simple, but the lesson was valuable:&lt;/p&gt;

&lt;p&gt;Eliminate repetitive data entry whenever possible.&lt;br&gt;
Standardize input formats early.&lt;br&gt;
Build small automation tools before buying large software solutions.&lt;/p&gt;

&lt;p&gt;What started as a frustrating administrative task turned into a workflow that now saves hours every month.&lt;/p&gt;

&lt;p&gt;How are you handling invoice processing or document extraction in your projects? Do you use OCR, custom scripts, or third-party tools?&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>productivity</category>
      <category>webdev</category>
    </item>
    <item>
      <title>Why Door Handles Are the Most Underrated Home Upgrade</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Fri, 12 Jun 2026 10:47:49 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/why-door-handles-are-the-most-underrated-home-upgrade-2f09</link>
      <guid>https://dev.to/dylan_parker123/why-door-handles-are-the-most-underrated-home-upgrade-2f09</guid>
      <description>&lt;p&gt;One of the biggest surprises during my home renovation wasn't the flooring, paint, or furniture—it was the door handles.&lt;/p&gt;

&lt;p&gt;For years, I barely noticed them. They were just functional objects that opened and closed doors. But after replacing a set of worn-out handles, I realized how much they influence the feel of a space.&lt;/p&gt;

&lt;p&gt;A well-designed handle is something you interact with every single day. The weight, finish, texture, and shape all contribute to the overall experience of a room.&lt;/p&gt;

&lt;p&gt;A few things I learned:&lt;/p&gt;

&lt;p&gt;Consistent hardware creates a more cohesive interior.&lt;br&gt;
Matte black finishes work well in both modern and traditional spaces.&lt;br&gt;
Quality handles feel noticeably different from lightweight alternatives.&lt;br&gt;
Small details often create the biggest visual impact.&lt;/p&gt;

&lt;p&gt;When planning renovations, most people focus on large purchases first. But sometimes the upgrades that provide the most satisfaction are the ones you touch every day.&lt;/p&gt;

&lt;p&gt;What's the most underrated home improvement you've made that had a bigger impact than expected?&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Using Historical Domain Metrics Alongside Modern Trust Signals</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Fri, 12 Jun 2026 10:03:33 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/using-historical-domain-metrics-alongside-modern-trust-signals-3m0d</link>
      <guid>https://dev.to/dylan_parker123/using-historical-domain-metrics-alongside-modern-trust-signals-3m0d</guid>
      <description>&lt;p&gt;When evaluating an aged domain, I often find myself looking at two different perspectives:&lt;/p&gt;

&lt;p&gt;Historical popularity metrics&lt;br&gt;
Current trust and health signals&lt;/p&gt;

&lt;p&gt;Even though Alexa Rank has been discontinued, historical ranking data can still provide useful context when researching older domains. The problem is that historical popularity alone doesn't tell you whether a domain is still healthy today.&lt;/p&gt;

&lt;p&gt;That's why I've started combining historical metrics with live trust indicators such as:&lt;/p&gt;

&lt;p&gt;HTTPS configuration&lt;br&gt;
Security headers&lt;br&gt;
Domain reputation&lt;br&gt;
Indexing health&lt;br&gt;
Technical trust signals&lt;/p&gt;

&lt;p&gt;For automation, I built a small script that retrieves historical ranking information and compares it against current trust metrics.&lt;/p&gt;

&lt;p&gt;import requests&lt;/p&gt;

&lt;p&gt;API_KEY = "your_api_key_here"&lt;/p&gt;

&lt;p&gt;def check_domain(domain):&lt;br&gt;
    response = requests.get(&lt;br&gt;
        f"&lt;a href="https://api.example.com/domain-check" rel="noopener noreferrer"&gt;https://api.example.com/domain-check&lt;/a&gt;",&lt;br&gt;
        params={"domain": domain}&lt;br&gt;
    )&lt;br&gt;
    return response.json()&lt;/p&gt;

&lt;p&gt;print(check_domain("example.com"))&lt;/p&gt;

&lt;p&gt;I've noticed that some domains with strong historical metrics have surprisingly poor trust signals today, while others with modest histories maintain excellent technical health.&lt;/p&gt;

&lt;p&gt;For those who buy aged domains or perform SEO audits:&lt;/p&gt;

&lt;p&gt;Do you still use historical authority metrics?&lt;br&gt;
What trust signals do you consider most important?&lt;br&gt;
Have you found a strong correlation between historical popularity and current rankings?&lt;/p&gt;

&lt;p&gt;Would love to hear how others evaluate domains before acquisition.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>programming</category>
      <category>beginners</category>
    </item>
    <item>
      <title>Visualizing Material Properties with Python Radar Charts</title>
      <dc:creator>Dylan Parker</dc:creator>
      <pubDate>Thu, 11 Jun 2026 10:45:09 +0000</pubDate>
      <link>https://dev.to/dylan_parker123/visualizing-material-properties-with-python-radar-charts-3he7</link>
      <guid>https://dev.to/dylan_parker123/visualizing-material-properties-with-python-radar-charts-3he7</guid>
      <description>&lt;p&gt;Post:&lt;/p&gt;

&lt;p&gt;I was recently experimenting with different ways to compare multiple attributes across categories and ended up using a radar chart for material analysis.&lt;/p&gt;

&lt;p&gt;The goal was simple: compare properties such as tensile strength, corrosion resistance, malleability, wear resistance, and cost in a single visualization.&lt;/p&gt;

&lt;p&gt;Using Python and Matplotlib, I created a radar chart that makes it easy to see trade-offs between materials at a glance.&lt;/p&gt;

&lt;p&gt;Some observations:&lt;/p&gt;

&lt;p&gt;Radar charts work well when comparing multiple dimensions simultaneously.&lt;br&gt;
They quickly highlight strengths and weaknesses that are harder to spot in tables.&lt;br&gt;
They're useful for engineering, product comparisons, and decision-making dashboards.&lt;/p&gt;

&lt;p&gt;One challenge was keeping the chart readable as more categories were added. Beyond 6–8 metrics, the visualization can become cluttered.&lt;/p&gt;

&lt;p&gt;I'm curious how others handle multi-factor comparisons in Python.&lt;/p&gt;

&lt;p&gt;Do you prefer radar charts, bar charts, heatmaps, or something else when comparing several attributes at once?&lt;/p&gt;

&lt;h1&gt;
  
  
  Radar chart example using matplotlib
&lt;/h1&gt;

&lt;h1&gt;
  
  
  Compare multiple metrics across categories
&lt;/h1&gt;

&lt;p&gt;Would love to see examples from other developers who build data visualization tools.&lt;/p&gt;

</description>
      <category>python</category>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
    </item>
  </channel>
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