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    <title>DEV Community: Zaylee</title>
    <description>The latest articles on DEV Community by Zaylee (@zaylee90).</description>
    <link>https://dev.to/zaylee90</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%2F3941360%2F55074ddc-ac91-49f5-81dc-126d0de9c8b3.png</url>
      <title>DEV Community: Zaylee</title>
      <link>https://dev.to/zaylee90</link>
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    <language>en</language>
    <item>
      <title>Vintage Style, Modern Security</title>
      <dc:creator>Zaylee</dc:creator>
      <pubDate>Sat, 04 Jul 2026 04:52:47 +0000</pubDate>
      <link>https://dev.to/zaylee90/vintage-style-modern-security-263n</link>
      <guid>https://dev.to/zaylee90/vintage-style-modern-security-263n</guid>
      <description>&lt;p&gt;Security doesn't have to be boring. Our rim locks combine vintage charm with modern reliability. Whether you're restoring a period property or adding character to a new build, these locks offer peace of mind without compromising on style. Choose from brass or iron finishes, and pair with matching handles for a cohesive look. Secure your space with hardware that stands the test of time. Explore the range today. #RimLocks #HomeSecurity #VintageStyle&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%2Fm1fm7ut03x5jlorwnd4l.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%2Fm1fm7ut03x5jlorwnd4l.png" alt=" " width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Why the Right Planter Can Completely Change a Room</title>
      <dc:creator>Zaylee</dc:creator>
      <pubDate>Mon, 22 Jun 2026 07:19:42 +0000</pubDate>
      <link>https://dev.to/zaylee90/why-the-right-planter-can-completely-change-a-room-2iog</link>
      <guid>https://dev.to/zaylee90/why-the-right-planter-can-completely-change-a-room-2iog</guid>
      <description>&lt;p&gt;As someone who enjoys styling living spaces, I've learned that some of the most impactful design choices aren't the largest pieces of furniture or the boldest wall colours. More often than not, it's the small details that quietly bring a room together.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Recently, I found myself searching for a planter that didn't feel like an afterthought.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;You know the kind—something that complements the room rather than simply holding a plant. After browsing countless options, I came across a collection of ceramic planters with a subtle matte finish that immediately stood out for all the right reasons.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What struck me wasn't flashy colours or elaborate patterns. It was the simplicity.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The matte surface catches natural light beautifully throughout the day without becoming the centre of attention. Instead of competing with the plants, the planters enhance them. They create balance, adding texture and depth while allowing greenery to remain the focal point.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Good Design Lives in the Details&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;When people think about home décor, they often focus on larger purchases like sofas, dining tables, or lighting fixtures. While those elements are important, smaller accessories often have an equally significant influence on how a room feels.&lt;/p&gt;

&lt;p&gt;A well-designed planter can soften a corner, bring warmth to a shelf, or create visual interest on a windowsill.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The best designs are functional as well as beautiful.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;One feature that impressed me was the thoughtful placement of the drainage holes. It's a detail that many decorative planters overlook. Poor drainage can lead to overwatered plants, root problems, and unnecessary maintenance.&lt;/p&gt;

&lt;p&gt;These planters strike the right balance between style and practicality, making them suitable for both experienced plant enthusiasts and those just beginning to introduce greenery into their homes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Creating a More Intentional Space&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Plants have become a major part of modern interior design, and for good reason. They add colour, texture, and a sense of life that few decorative objects can replicate.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;However, the container matters just as much as the plant itself.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;A carefully chosen planter helps create a more intentional and cohesive look. Whether you're styling a minimalist apartment, a cosy cottage-inspired living room, or a contemporary workspace, the right vessel can elevate the entire display.&lt;/p&gt;

&lt;p&gt;This is one reason I've been exploring the &lt;strong&gt;&lt;a href="https://infinitydecor.co.uk/collections/homeware" rel="noopener noreferrer"&gt;homeware&lt;/a&gt;&lt;/strong&gt; collection from Infinity Decor. Their range features thoughtfully designed pieces that focus on timeless aesthetics rather than passing trends.&lt;/p&gt;

&lt;p&gt;From elegant vases and decorative accessories to stylish planters and home accents, the collection offers pieces that feel refined without being overly decorative.&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%2F94f0az0kpviibu584rxg.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%2F94f0az0kpviibu584rxg.png" alt=" " width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why Small Upgrades Matter&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Not every home improvement project needs to involve major renovations or expensive purchases.&lt;/p&gt;

&lt;p&gt;Sometimes a simple upgrade—a new planter, a decorative vase, or a carefully selected accessory—can refresh a room and make it feel entirely different.&lt;/p&gt;

&lt;p&gt;These small changes create visual interest and help express your personal style without overwhelming the space.&lt;/p&gt;

&lt;p&gt;For me, finding a planter that balances form and function was a reminder that thoughtful design is often found in the smallest details.&lt;/p&gt;

&lt;p&gt;A beautiful plant deserves a beautiful home, and when both work together, the entire room benefits.&lt;/p&gt;

&lt;p&gt;After all, great interiors aren't built from a single statement piece. They're created through layers of carefully chosen details that quietly make a house feel more like home.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Why Handforged Hardware Still Matters in a World of Mass Production</title>
      <dc:creator>Zaylee</dc:creator>
      <pubDate>Mon, 15 Jun 2026 07:25:05 +0000</pubDate>
      <link>https://dev.to/zaylee90/why-handforged-hardware-still-matters-in-a-world-of-mass-production-2fi2</link>
      <guid>https://dev.to/zaylee90/why-handforged-hardware-still-matters-in-a-world-of-mass-production-2fi2</guid>
      <description>&lt;p&gt;In an age where almost everything is manufactured at scale, there's something special about products that still feel crafted rather than produced.&lt;/p&gt;

&lt;p&gt;I was reminded of this recently while working on a home renovation project. After spending hours comparing door handles, cabinet fittings, and gate accessories, I noticed a clear difference between standard mass-produced hardware and traditional handforged pieces.&lt;/p&gt;

&lt;p&gt;The difference wasn't just visual.&lt;/p&gt;

&lt;p&gt;It was something you could feel.&lt;/p&gt;

&lt;p&gt;The Character That Machine-Made Hardware Often Lacks&lt;/p&gt;

&lt;p&gt;Modern manufacturing has obvious advantages. Products are affordable, widely available, and remarkably consistent.&lt;/p&gt;

&lt;p&gt;But consistency isn't always what makes a home memorable.&lt;/p&gt;

&lt;p&gt;Handforged hardware carries subtle variations that give each piece character. Slight differences in texture, shape, and finish create an authenticity that's difficult to replicate with automated production methods.&lt;/p&gt;

&lt;p&gt;These details may seem small, but they're often what make a property feel unique.&lt;/p&gt;

&lt;p&gt;Whether it's a traditional cottage, a period townhouse, or a modern home with rustic influences, handcrafted ironmongery adds personality that generic hardware often lacks.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;More Than Just Looks&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Many people choose hardware based solely on appearance.&lt;/p&gt;

&lt;p&gt;While aesthetics matter, functionality matters just as much.&lt;/p&gt;

&lt;p&gt;One thing I appreciate about well-made forged hardware is the sense of durability it provides.&lt;/p&gt;

&lt;p&gt;When you pick up a solid forged handle or operate a substantial thumb latch, there's an immediate feeling of quality.&lt;/p&gt;

&lt;p&gt;The weight feels reassuring.&lt;/p&gt;

&lt;p&gt;The movement feels deliberate.&lt;/p&gt;

&lt;p&gt;The hardware performs exactly as it should.&lt;/p&gt;

&lt;p&gt;Those everyday interactions may only last a few seconds, but they're repeated hundreds or thousands of times over the life of a home.&lt;/p&gt;

&lt;p&gt;Quality becomes noticeable very quickly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Built to Age Gracefully&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;One of the most overlooked aspects of premium hardware is how it ages.&lt;/p&gt;

&lt;p&gt;Many cheaper products look great when they're first installed but begin to show wear after only a few years.&lt;/p&gt;

&lt;p&gt;Plated finishes chip.&lt;/p&gt;

&lt;p&gt;Components loosen.&lt;/p&gt;

&lt;p&gt;Surfaces deteriorate.&lt;/p&gt;

&lt;p&gt;Traditional forged ironmongery often takes the opposite path.&lt;/p&gt;

&lt;p&gt;With use and time, many forged pieces develop a natural patina that enhances their appearance rather than diminishing it.&lt;/p&gt;

&lt;p&gt;Instead of looking worn out, they look lived in.&lt;/p&gt;

&lt;p&gt;For homeowners who appreciate long-term craftsmanship, that's a significant advantage.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Finding Hardware With Authentic Character&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;While researching options for my project, I spent time exploring the collections available from Infinity Decor.&lt;/p&gt;

&lt;p&gt;Their focus on handforged hardware immediately stood out.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The range includes:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Forged door fittings&lt;br&gt;
Gate accessories&lt;br&gt;
Traditional handles&lt;br&gt;
Decorative hooks&lt;br&gt;
Hanging racks&lt;br&gt;
Cabinet hardware&lt;br&gt;
Unique ironmongery pieces&lt;/p&gt;

&lt;p&gt;What impressed me wasn't just the variety but the attention to craftsmanship.&lt;/p&gt;

&lt;p&gt;The products are designed to deliver both visual appeal and practical durability, making them suitable for everything from restoration projects to contemporary interiors seeking authentic character.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why Small Details Matter&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Home improvement projects often focus on major changes:&lt;/p&gt;

&lt;p&gt;Flooring&lt;br&gt;
Paint&lt;br&gt;
Furniture&lt;br&gt;
Lighting&lt;br&gt;
Layout&lt;/p&gt;

&lt;p&gt;Yet some of the most impactful upgrades are often the smallest.&lt;/p&gt;

&lt;p&gt;A well-chosen handle can change the feel of a door.&lt;/p&gt;

&lt;p&gt;A forged latch can add personality to a gate.&lt;/p&gt;

&lt;p&gt;A handcrafted hook can become a subtle design feature.&lt;/p&gt;

&lt;p&gt;These details may not dominate a room, but they contribute significantly to the overall experience of living in a space.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Investing in Craftsmanship&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Good hardware isn't just another purchase.&lt;/p&gt;

&lt;p&gt;It's an investment in how a home functions every day.&lt;/p&gt;

&lt;p&gt;Unlike decorative items that may be replaced as trends change, quality ironmongery tends to remain in place for decades.&lt;/p&gt;

&lt;p&gt;Choosing durable, well-crafted pieces upfront often results in fewer replacements, better performance, and greater satisfaction over time.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Final Thoughts&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;There's a reason handcrafted hardware continues to appeal to homeowners, designers, and restoration specialists.&lt;/p&gt;

&lt;p&gt;It offers something that mass-produced alternatives often struggle to replicate:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Authenticity.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The subtle imperfections, solid construction, and timeless design of handforged pieces create a connection to traditional craftsmanship that feels increasingly rare today.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Analyzing Competitor Backlinks with Python</title>
      <dc:creator>Zaylee</dc:creator>
      <pubDate>Mon, 15 Jun 2026 06:19:24 +0000</pubDate>
      <link>https://dev.to/zaylee90/analyzing-competitor-backlinks-with-python-1460</link>
      <guid>https://dev.to/zaylee90/analyzing-competitor-backlinks-with-python-1460</guid>
      <description>&lt;p&gt;I've been diving into an SEO toolkit that's a solid Semrush and Ahrefs alternative—it offers everything from traffic analysis to backlink gap detection. Here's a snippet to analyze a competitor's backlinks using its API:&lt;/p&gt;

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

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

&lt;p&gt;def get_backlinks(domain):&lt;br&gt;
    response = requests.get(&lt;br&gt;
        "&lt;a href="https://api.serpspur.com/v1/backlinks" rel="noopener noreferrer"&gt;https://api.serpspur.com/v1/backlinks&lt;/a&gt;",&lt;br&gt;
        headers={"Authorization": f"Bearer {API_KEY}"},&lt;br&gt;
        params={"domain": domain, "limit": 50}&lt;br&gt;
    )&lt;br&gt;
    data = response.json()&lt;br&gt;
    return data['backlinks']&lt;/p&gt;

&lt;p&gt;competitor = "competitor.com"&lt;br&gt;
bl = get_backlinks(competitor)&lt;br&gt;
print(f"Top backlinks for {competitor}:")&lt;br&gt;
for link in bl[:5]:&lt;br&gt;
    print(f"  {link['url']} (DA: {link['domain_authority']})")&lt;/p&gt;

&lt;p&gt;It also performs detailed on-page audits, checking everything from title tags to structured data. What's your go-to method for competitor analysis?&lt;/p&gt;

</description>
    </item>
    <item>
      <title>A Simple Python Approach to MongoDB-to-PostgreSQL Migration</title>
      <dc:creator>Zaylee</dc:creator>
      <pubDate>Fri, 05 Jun 2026 06:02:41 +0000</pubDate>
      <link>https://dev.to/zaylee90/a-simple-python-approach-to-mongodb-to-postgresql-migration-3d4b</link>
      <guid>https://dev.to/zaylee90/a-simple-python-approach-to-mongodb-to-postgresql-migration-3d4b</guid>
      <description>&lt;p&gt;I recently had to migrate a large MongoDB collection to PostgreSQL for a client project. Instead of writing a complex ETL pipeline, I used a simple Python script with pandas. Here's the core logic:&lt;/p&gt;

&lt;p&gt;python&lt;br&gt;
import pandas as pd&lt;br&gt;
from pymongo import MongoClient&lt;br&gt;
import psycopg2&lt;/p&gt;

&lt;h1&gt;
  
  
  Extract from MongoDB
&lt;/h1&gt;

&lt;p&gt;mongo_client = MongoClient('mongodb://localhost:27017/')&lt;br&gt;
db = mongo_client['mydb']&lt;br&gt;
collection = db['mycollection']&lt;br&gt;
data = list(collection.find({}, {'_id': 0}))&lt;br&gt;
df = pd.DataFrame(data)&lt;/p&gt;

&lt;h1&gt;
  
  
  Transform data
&lt;/h1&gt;

&lt;p&gt;df['created_at'] = pd.to_datetime(df['created_at'])&lt;br&gt;
df['price'] = df['price'].astype(float)&lt;/p&gt;

&lt;h1&gt;
  
  
  Load to PostgreSQL
&lt;/h1&gt;

&lt;p&gt;conn = psycopg2.connect(&lt;br&gt;
    host='localhost',&lt;br&gt;
    database='mydb',&lt;br&gt;
    user='user',&lt;br&gt;
    password='password'&lt;br&gt;
)&lt;br&gt;
df.to_sql('mytable', conn, if_exists='replace', index=False)&lt;br&gt;
conn.close()&lt;br&gt;
print(f'Migrated {len(df)} records successfully!')&lt;/p&gt;

&lt;p&gt;For larger datasets, I've been using a tool called DataBridge that handles streaming and schema mapping automatically. What's your go-to method for database migrations?&lt;/p&gt;

</description>
      <category>dataengineering</category>
      <category>mongodb</category>
      <category>postgres</category>
      <category>python</category>
    </item>
    <item>
      <title>Detecting Duplicate Content at Scale Using Python TF-IDF Cosine Similarity for SEO Optimization &amp; Content Analysis</title>
      <dc:creator>Zaylee</dc:creator>
      <pubDate>Mon, 25 May 2026 09:23:40 +0000</pubDate>
      <link>https://dev.to/zaylee90/detecting-duplicate-content-at-scale-using-python-tf-idf-cosine-similarity-for-seo-optimization--13ej</link>
      <guid>https://dev.to/zaylee90/detecting-duplicate-content-at-scale-using-python-tf-idf-cosine-similarity-for-seo-optimization--13ej</guid>
      <description>&lt;p&gt;Struggling with duplicate content across your client sites? I wrote a simple Python script to compare content similarity using cosine similarity with TF-IDF vectors. It helps me spot plagiarized or near-duplicate pages quickly.&lt;/p&gt;

&lt;p&gt;python&lt;br&gt;
from sklearn.feature_extraction.text import TfidfVectorizer&lt;br&gt;
from sklearn.metrics.pairwise import cosine_similarity&lt;/p&gt;

&lt;p&gt;def check_duplicates(texts):&lt;br&gt;
    vectorizer = TfidfVectorizer(stop_words='english')&lt;br&gt;
    tfidf_matrix = vectorizer.fit_transform(texts)&lt;br&gt;
    similarity_matrix = cosine_similarity(tfidf_matrix)&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;duplicates = []
for i in range(len(texts)):
    for j in range(i+1, len(texts)):
        if similarity_matrix[i][j] &amp;gt; 0.8:  # Threshold
            duplicates.append((i, j, similarity_matrix[i][j]))
return duplicates
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;texts = [&lt;br&gt;
    "This is the first article about SEO best practices.",&lt;br&gt;
    "This is the second article about SEO best practices.",&lt;br&gt;
    "Completely different content here."&lt;br&gt;
]&lt;br&gt;
result = check_duplicates(texts)&lt;br&gt;
print(f"Found {len(result)} potential duplicates")&lt;br&gt;
for i, j, score in result:&lt;br&gt;
    print(f"Text {i} and {j}: {score:.2f} similarity")&lt;/p&gt;

&lt;p&gt;For large-scale checks, I've used SERPSpur's content analysis tool which handles millions of pages efficiently. What's your method for catching duplicate content?&lt;br&gt;
&lt;a href="https://serpspur.com/" rel="noopener noreferrer"&gt;https://serpspur.com/&lt;/a&gt;&lt;/p&gt;

</description>
      <category>seo</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Python Script to Convert Invoice PDFs to CSV Automatically</title>
      <dc:creator>Zaylee</dc:creator>
      <pubDate>Mon, 25 May 2026 04:27:04 +0000</pubDate>
      <link>https://dev.to/zaylee90/python-script-to-convert-invoice-pdfs-to-csv-automatically-2jn3</link>
      <guid>https://dev.to/zaylee90/python-script-to-convert-invoice-pdfs-to-csv-automatically-2jn3</guid>
      <description>&lt;p&gt;I've been working on a small Python script to automate converting invoice PDFs to CSV for my freelance SEO projects. Sharing it here in case it helps others.&lt;/p&gt;

&lt;p&gt;python&lt;br&gt;
import pdfplumber&lt;br&gt;
import csv&lt;/p&gt;

&lt;p&gt;def extract_invoice_data(pdf_path):&lt;br&gt;
    with pdfplumber.open(pdf_path) as pdf:&lt;br&gt;
        text = ""&lt;br&gt;
        for page in pdf.pages:&lt;br&gt;
            text += page.extract_text()&lt;br&gt;
    # Simple parsing logic for common invoice fields&lt;br&gt;
    lines = text.split('\n')&lt;br&gt;
    data = {}&lt;br&gt;
    for line in lines:&lt;br&gt;
        if ':' in line:&lt;br&gt;
            key, value = line.split(':', 1)&lt;br&gt;
            data[key.strip()] = value.strip()&lt;br&gt;
    return data&lt;/p&gt;

&lt;p&gt;def save_to_csv(data, csv_path):&lt;br&gt;
    with open(csv_path, 'w', newline='') as csvfile:&lt;br&gt;
        writer = csv.DictWriter(csvfile, fieldnames=data.keys())&lt;br&gt;
        writer.writeheader()&lt;br&gt;
        writer.writerow(data)&lt;/p&gt;

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

&lt;p&gt;invoice_data = extract_invoice_data('invoice.pdf')&lt;br&gt;
save_to_csv(invoice_data, 'invoice.csv')&lt;br&gt;
print('Conversion complete!')&lt;/p&gt;

&lt;p&gt;This handles basic invoices with key-value pairs. For more complex formats, you might need regex or a dedicated parser. If you're dealing with tons of invoices, tools like SERPSpur's converter can save time, but this script works for small batches. What's your go-to method for invoice data extraction?&lt;/p&gt;

</description>
      <category>python</category>
      <category>pdftocsv</category>
      <category>automation</category>
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