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CoderzColumn is a place developed for the betterment of development. We provide a versatile platform to learn & code in order to provide an opportunity of self-improvement to aspiring learners.

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Make Your Numbers Speak Human! – How I Simplified Data with Python’s Humanize Library

When I started working with numbers in Python, I often faced a challenge—how do I present data in a way that’s clear, readable, and human-friendly? That’s when I discovered Python’s Humanize library, and honestly, it changed the way I format numbers, dates, and file sizes forever!

In this post, I’ll show you how Humanize can transform raw data into something more intuitive—so whether you’re displaying user-friendly analytics, formatting currency, or making timestamps more readable, this tool will save you time and effort.

What is Python’s Humanize Library?

At its core, the Humanize library takes numbers, dates, and units and converts them into natural language. Instead of displaying raw data like 1645236 seconds, I can format it as "2 weeks ago" or convert 5242880 bytes into "5 MB"—making my applications far more user-friendly.

The best part? It’s super easy to use!

⚡ How to Install and Get Started Before using Humanize,

I first install it using: bashCopyEditpip install humanize

Now, let’s look at what it can do!

🕒 Making Time and Dates More Human

I often need to display time in a "time ago" format instead of an absolute timestamp. Here’s how I do it:

📏 Converting Numbers into Readable Formats

Humanize is great for formatting large numbers into a more digestible format.

I use this feature a lot when displaying website visitors, revenue reports, or any large numbers in dashboards!

Converting Numbers into Words

Sometimes, I need to convert numbers into words for invoices, reports, or accessibility-friendly applications.

Why I Use Humanize in My Python Projects

Humanize helps me: ✅ Make large numbers easier to read ✅ Format dates & times in a user-friendly way ✅ Convert bytes into natural file sizes ✅ Improve accessibility & readability

For anyone building data-driven applications, dashboards, or reports, Humanize is a must-have!

Want to dive deeper? 👉 Read the full guide on CoderzColumn

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What role does social media marketing play in a brand's overall digital strategy?

Social media marketing (SMM) is a core pillar of any brand’s digital strategy. It helps businesses build awareness, engage audiences, drive traffic, and convert leads into customers. Here’s why it’s essential:

1. Brand Awareness & Visibility

Social media platforms provide a global reach, allowing brands to showcase their identity, values, and products. Engaging content—such as videos, infographics, and interactive posts—can increase brand recall and keep your business top of mind.

2. Audience Engagement & Relationship Building

SMM fosters direct communication with customers. Features like comments, live sessions, and polls encourage interactions that build trust and loyalty. Brands that actively engage with their audience tend to see higher customer retention rates.

3. Lead Generation & Sales Growth

Platforms like Facebook, Instagram, and LinkedIn offer advanced targeting options that help brands reach potential customers based on interests, behaviors, and demographics. Social commerce features, such as Instagram Shopping and Facebook Marketplace, make buying seamless.

🔗 Read: Social Media Lead Generation Strategies

4. SEO & Website Traffic Boost

While social media doesn’t directly impact SEO, it drives traffic to your website, increasing brand authority and domain relevance. Consistently sharing valuable content can improve your rankings on search engines.

5. Competitive Advantage & Industry Insights

Monitoring competitors and industry trends on social media helps businesses stay ahead of the curve. Using analytics tools, brands can adjust strategies based on performance data.

6. Learn More About Digital Marketing & Branding

If you want to dive deeper into digital marketing, social media strategies, and branding, check out CoderzColumn for expert insights and step-by-step guides.

🔗 Explore the latest marketing blogs on CoderzColumn → https://coderzcolumn.com/blogs/ 🚀

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Level Up Your Skills with CoderzColumn Blogs!

Looking for in-depth tutorials, expert insights, and cutting-edge tech trends? CoderzColumn is your go-to platform for mastering AI, ML, Python, Data Science, AR/VR, Web Development, Digital Marketing, and Branding Strategies!

What You’ll Get: ✅ Step-by-Step Guides on Python, AI & ML ✅ Real-World Case Studies & Code Snippets ✅ Latest Trends in AR/VR & Web Development ✅ Actionable Digital Marketing & Branding Insights

💡 Whether you're a developer, data scientist, tech enthusiast, or digital marketer, our expert-curated content will boost your knowledge and career!

🌐 Read the Latest Blogs Here → CoderzColumn Blogs

💬 Which topic do you want us to cover next? Drop your suggestions below! ⬇️

[coderzcolumn-digitalmarketing]

The Untapped Power of Customer Data: How I Turn Insights into Revenue!

If you’re sitting on piles of customer data but don’t know how to use it to drive engagement, sales, and retention, then this post is for you. Here’s how I personally turn raw customer data into actionable strategies that boost business growth.

📊 1. Understanding Customer Behavior with Data Analytics

Before I started leveraging customer data effectively, I was making marketing decisions based on assumptions. Now, I use data analytics tools like Google Analytics, HubSpot, and Mixpanel to:

✅ Track user journeys – I analyze where users drop off, what pages they visit, and what content keeps them engaged.

✅ Identify purchase patterns – I pinpoint which products/services are popular and when customers are most likely to buy.

✅ Improve website UX – Heatmaps and session recordings help me understand user interactions and optimize accordingly.

By studying real behavior, I can make data-driven decisions instead of guessing what my audience wants.

2. Personalizing Marketing Campaigns for Better Conversions

Customers don’t want generic ads—they want personalized experiences. I use customer data to:

📌 Segment my audience – By analyzing demographics, interests, and past purchases, I can target the right people with the right message.

📌 Create hyper-personalized email campaigns – Instead of sending mass emails, I personalize subject lines and content based on user behavior.

📌 Recommend products/services – AI-powered tools like recommendation engines help me suggest the right products to the right customers.

💡 Example: After implementing personalized email campaigns, I saw a 40% increase in open rates and a 25% boost in conversions!

3. Using Customer Feedback & Sentiment Analysis

I used to rely only on sales data to understand customers, but then I realized customer feedback is even more valuable. Now, I:

🔹 Collect customer reviews & survey responses to improve my offerings.

🔹 Use social listening tools (Brandwatch, Sprout Social) to analyze brand sentiment.

🔹 Track NPS (Net Promoter Score) to measure customer satisfaction & loyalty.

By actively listening to customers, I can spot trends, fix pain points, and improve user experience before they even complain.

4. Predicting Trends with AI & Machine Learning

One of the most powerful ways to extract value from data is predictive analytics. I use AI-driven tools to:

Forecast demand – Knowing which products will be in demand helps me stock inventory efficiently.

Identify at-risk customers – I can predict which users are about to churn and target them with retention offers.

Optimize pricing strategies – Dynamic pricing models allow me to adjust prices based on demand & competitor trends.

AI and machine learning have revolutionized my marketing strategy, making it proactive rather than reactive.

5. Enhancing Customer Experience with Data

A great customer experience (CX) leads to higher retention and referrals. By leveraging customer data, I:

📌 Automate chatbots & customer support – AI chatbots provide instant, data-driven responses to common queries.

📌 Improve website & app navigation – I analyze user flow data to eliminate friction points.

📌 Offer loyalty rewards based on behavior – By tracking purchase history, I design personalized loyalty programs.

The result? Happier customers who keep coming back!

Data is Useless Without Action!

I’ve learned that simply collecting customer data isn’t enough—the real power lies in analyzing, segmenting, and acting on it strategically.

When used correctly, customer data can:

✅ Boost conversions & revenue

✅ Improve customer experience & retention

✅ Help you stay ahead of competitors

If you’re not already leveraging customer data to its full potential, now is the time to start!

What’s your biggest challenge in using customer data? Let’s discuss in the comments!

Check out the full guide on CoderzColumn for more insights!

[coderzcolumn-digitalmarketing]

What are the best websites for SEO and digital marketing services?

When I started looking for SEO and digital marketing services, I wanted to find websites that offer reliable strategies, proven results, and transparent pricing. After researching and testing different platforms, I found some of the best ones that cater to different needs—whether for SEO, PPC, content marketing, or complete digital marketing solutions.

Best Websites for SEO & Digital Marketing Services

1️⃣ Upwork – Freelancers & Agencies for Every Budget

Whenever I need custom SEO or digital marketing services, I check Upwork. It’s a freelance marketplace where I can: ✅ Hire SEO experts, PPC managers, and content strategists. ✅ Find freelancers/agencies within my budget. ✅ See reviews and ratings before hiring.

🔹 Best for: Small businesses, startups, and budget-friendly SEO solutions

2️⃣ Fiverr – Affordable SEO Services

Fiverr is great when I need quick SEO fixes like: ✅ Keyword research reports ✅ Backlink-building services ✅ SEO audits & technical optimizations

🔹 Best for: Affordable, one-time SEO tasks

3️⃣ Neil Patel Digital – Full-Service SEO & Marketing

Neil Patel’s agency offers premium SEO services, including: ✅ Technical SEO & site audits ✅ Content marketing & keyword strategy ✅ Paid ads & conversion optimization

🔹 Best for: Businesses looking for premium, data-driven strategies

4️⃣ WebFX – Comprehensive Digital Marketing Services

WebFX is known for customized SEO strategies and offers: ✅ AI-driven SEO optimization ✅ Link-building and local SEO ✅ PPC & social media marketing

🔹 Best for: Mid-to-large businesses looking for data-backed marketing strategies

5️⃣ SEMrush Marketplace – Expert SEO Content & Backlink Services

Since I use SEMrush for SEO research, I also explore their marketplace, where I can buy: ✅ SEO blog posts written by experts ✅ Link-building packages ✅ Website audit services

🔹 Best for: Businesses focused on content-driven SEO

6️⃣ Hootsuite – Social Media Marketing Services

If I need social media marketing, I check Hootsuite for: ✅ Social media management tools ✅ Scheduling & analytics for platforms like Instagram, LinkedIn, and Twitter ✅ Paid ad campaign management

🔹 Best for: Brands that want to grow through social media marketing

Where I Learn More About SEO & Digital Marketing

I also follow CoderzColumn for expert SEO and digital marketing guides, covering: 🔗 SEO Best Practices 🔗 PPC & Google Ads Strategy 🔗 Social Media Growth Hacks

👉 Whether I need affordable freelancers, premium SEO agencies, or marketing automation tools, these websites help me grow my business.

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Which techniques are important for learning digital marketing?

When I first started learning digital marketing, I felt overwhelmed by all the different strategies and techniques. But over time, I realized that mastering a few key techniques is what makes the biggest difference.

Techniques I Focus on for Learning Digital Marketing

1️⃣ SEO (Search Engine Optimization) – Getting Free Traffic

I started with SEO because it helps drive organic traffic without paying for ads. I learned how to: ✅ Research keywords that my audience is searching for. ✅ Optimize website content, meta tags, and images. ✅ Build backlinks to improve domain authority.

👉 I found some great SEO guides on CoderzColumn that helped me understand both on-page and off-page SEO.

2️⃣ Content Marketing – Creating Value for My Audience

I realized that great content is the foundation of all digital marketing. This means: ✅ Writing engaging blog posts and website copy. ✅ Creating infographics and videos to explain concepts visually. ✅ Repurposing content for social media and email campaigns.

3️⃣ Social Media Marketing – Building a Community

Since most people spend hours on social media, I focused on platforms like Instagram, LinkedIn, and Facebook to: ✅ Share valuable content and engage with my audience. ✅ Run targeted ad campaigns for better reach. ✅ Use analytics to track what’s working.

4️⃣ PPC & Google Ads – Paid Traffic That Converts

Organic reach is great, but pay-per-click (PPC) ads help me get faster results. I learned how to: ✅ Set up Google Ads and Facebook Ads. ✅ Optimize ad copy and landing pages for conversions. ✅ Manage ad budgets effectively.

👉 I also explored CoderzColumn for tips on setting up PPC campaigns.

5️⃣ Email Marketing – Turning Visitors into Loyal Customers

One of the most underrated techniques! I learned to: ✅ Build an email list using lead magnets. ✅ Send personalized emails that engage and convert. ✅ Automate email sequences to nurture leads.

6️⃣ Analytics & Data-Driven Marketing – Tracking What Works

I realized that guesswork doesn’t work in digital marketing. That’s why I focus on: ✅ Google Analytics to track website performance. ✅ Social media insights to see engagement trends. ✅ A/B testing to improve campaigns over time.

Where I Learn More About Digital Marketing

I often check CoderzColumn for digital marketing tutorials, SEO strategies, and web development guides.

👉 Some helpful resources: 🔗 Beginner’s Guide to Digital Marketing 🔗 SEO & PPC Strategies 🔗 Social Media Marketing Tips

Digital marketing is always evolving, so I keep testing, learning, and adapting.

[coderzcolumn-digitalmarketing]

How do various channels like SEO, PPC, content marketing, and social media fit into a broader digital marketing strategy?

When I think about digital marketing, I don’t see SEO, PPC, content marketing, and social media as separate tactics—I see them as interconnected pieces of a bigger puzzle. Each channel has a unique role, but the magic happens when they work together strategically.

1️⃣ SEO: The Foundation of Organic Growth

I use SEO to build long-term visibility and organic traffic. It’s my go-to for sustainable growth. 🔹 Keyword optimization ensures my content aligns with what people search for. 🔹 On-page & technical SEO keep my website optimized for search engines. 🔹 Link building helps improve credibility and rankings.

Without SEO, my content might never get discovered! 👉 SEO strategies that work

2️⃣ PPC: The Shortcut to Immediate Traffic

SEO takes time, so I use PPC (Pay-Per-Click Advertising) when I need instant results. 🔹 I run Google Ads to capture high-intent search traffic. 🔹 Social media ads help me reach a targeted audience. 🔹 I analyze ad performance and adjust my budget accordingly.

PPC works best when paired with SEO—ads bring instant traffic, while SEO builds lasting results. 👉 Check out PPC insights

3️⃣ Content Marketing: The Heart of My Strategy

Content is the glue that holds everything together. Without valuable content, SEO and PPC won’t be effective. 🔹 I create blog posts, videos, infographics, and case studies to educate and engage my audience. 🔹 Long-form content helps with SEO and authority building. 🔹 Repurposing content allows me to use it across multiple platforms.

A great content marketing strategy powers SEO, PPC, and social media. 👉 Master content marketing here

4️⃣ Social Media: Amplifying My Reach

Social media helps me distribute content, engage with my audience, and build a community. 🔹 I share my blog posts to drive traffic. 🔹 I use LinkedIn, Twitter, and Instagram to connect with my audience. 🔹 I run targeted social media ads for brand awareness.

A well-executed social media strategy ensures my content reaches the right people at the right time. 👉 Social media growth hacks

Final Thoughts: The Perfect Blend of All Channels

For me, the best digital marketing strategy is a combination of all these channels. ✅ SEO brings free, long-term traffic. ✅ PPC gets immediate visibility. ✅ Content marketing builds trust and authority. ✅ Social media drives engagement and amplifies content.

By aligning these tactics, I create a holistic strategy that generates traffic, leads, and conversions. Want to see how it all comes together? Check out CoderzColumn for expert insights!

[coderzcolumn-digitalmarketing]

Which is the best strategy: SEO or content marketing?

When people ask me whether SEO or content marketing is the best strategy, my answer is always: You need both. SEO and content marketing are two sides of the same coin, and when combined effectively, they create a powerful digital strategy.

1️⃣ SEO: The Engine That Drives Visibility

SEO is all about optimizing your website to rank higher in search results. Without SEO, even the best content won’t get discovered. My SEO strategy focuses on: ✅ Keyword research – Finding what my audience is searching for. ✅ On-page optimization – Improving meta tags, headings, and internal linking. ✅ Technical SEO – Ensuring my website loads fast and is mobile-friendly. ✅ Backlink building – Gaining credibility through high-quality links. 👉 Learn SEO techniques that actually work.

2️⃣ Content Marketing: The Foundation of Engagement

Content marketing fuels SEO because search engines prioritize valuable, high-quality content. My content marketing strategy includes: ✅ Creating in-depth, valuable content that solves problems. ✅ Using different formats – blogs, videos, infographics, and podcasts. ✅ Regular updates – Keeping content fresh and relevant. ✅ Promoting across multiple channels – Social media, email, and guest posts. 👉 Master content marketing with these insights.

3️⃣ The Best Strategy? SEO + Content Marketing = Explosive Growth

Rather than choosing between SEO and content marketing, I integrate both for maximum impact. ✅ SEO ensures my content gets found. ✅ Content marketing ensures visitors stay engaged and convert. ✅ Together, they build authority, traffic, and brand recognition.

If I had to pick one, content marketing is the long-term winner—but only when supported by SEO. If you're serious about driving traffic, leads, and conversions, you need both. For expert insights on SEO and content marketing, I always check out CoderzColumn for the latest strategies!

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Is Your Digital Marketing Falling Behind? | AI Marketing vs. Digital Marketing

As someone who’s deeply involved in digital marketing, I’ve seen how AI is completely reshaping the industry. But what’s the difference between traditional digital marketing and AI-driven marketing? Let’s break it down!

🔹 What is Digital Marketing?

Digital marketing is the umbrella term for all online marketing strategies used to promote brands, products, and services. It includes:

✅ SEO (Search Engine Optimization) – Optimizing content to rank higher on Google

✅ PPC Advertising – Running paid ads on Google, Facebook, etc. ✅ Social Media Marketing – Promoting on Instagram, LinkedIn, Twitter, etc.

✅ Email Marketing – Sending promotional emails & newsletters

✅ Content Marketing – Creating blogs, videos, infographics, etc.

🔗 Learn more about digital marketing: 👉 Digital Marketing Strategies & KPIs

🔹 What is AI Marketing?

AI marketing takes digital marketing to the next level by integrating Artificial Intelligence to automate, optimize, and personalize marketing efforts. AI-driven marketing tools analyze huge amounts of data, predict trends, and improve engagement.

✅ AI-Powered SEO – AI tools analyze search trends & optimize content automatically

✅ Predictive Analytics – AI predicts consumer behavior for smarter targeting

✅ AI Chatbots & Automation – Enhancing customer service & engagement

✅ Personalized Marketing – AI tailors content based on user preferences

✅ AI in Ad Campaigns – Automates ad optimization for better ROI

🔗 Discover how AI is revolutionizing marketing: 👉 AI in Digital Marketing: The Future of Marketing

🔹 Key Differences Between Digital Marketing & AI Marketing

🔗 Learn more about AI-driven digital marketing: 👉 AI & SEO: The Future of Search Marketing

🔹 Final Thoughts: The Future is AI-Driven!

Traditional digital marketing is still crucial, but AI marketing is making it faster, smarter, and more effective. Brands that leverage AI are seeing higher engagement, better conversion rates, and improved ROI.

🔗 Stay ahead in AI & digital marketing with CoderzColumn: 👉 Latest AI & Digital Marketing Insights

The future of marketing isn’t just digital—it’s AI-powered!

[coderzcolumn-digitalmarketing]

What are the top three SEO strategies?

When it comes to SEO, I always focus on strategies that provide long-term, sustainable growth. Over the years, I’ve tested various approaches, and these top three SEO strategies have consistently delivered the best results.

1️⃣ High-Quality Content & Keyword Optimization

Content is still king, but strategic content is what drives SEO success. I ensure my content is: ✅ Keyword-optimized using AI-driven tools to find the best search terms. ✅ Engaging & valuable, keeping users on the page longer, which signals relevance to search engines. ✅ Regularly updated, so older content stays fresh and continues ranking. 👉 Here’s how AI can help in content creation.

2️⃣ Technical SEO & Website Performance

Even the best content won’t rank if the website isn’t technically sound. I focus on: ✅ Mobile-first indexing – Ensuring my site is fully optimized for mobile users. ✅ Fast page speed – A slow website kills rankings and conversions. ✅ Structured data & schema markup – Helping search engines understand my content better. 👉 Check out technical SEO best practices.

3️⃣ Backlink Building & Authority Growth

Authority is key to ranking, so I work on: ✅ Earning high-quality backlinks from relevant, reputable websites. ✅ Guest posting & collaborations to build industry credibility. ✅ Leveraging digital PR to get mentioned on authoritative platforms. 👉 See how SEO and digital PR work together.

Final Thoughts

SEO is not just about ranking—it’s about creating a user-friendly, valuable online presence that keeps bringing in organic traffic. If you're looking for SEO insights and tools, CoderzColumn is my go-to resource for actionable strategies!

[coderzcolumn-digitalmarketing]

"Small Businesses Are Using AI to Dominate Digital Marketing—Are You Missing Out?"

As a small business owner or marketer, I know that time and budget constraints are always a challenge. That’s where AI tools come in—they can help automate tasks, improve content creation, and boost engagement without requiring a huge marketing team. Here’s how I’d use AI to enhance my digital marketing efforts:

1️⃣ AI-Powered Content Creation & Optimization

Writing high-quality content regularly can be tough, but AI tools make it easier:

✅ Jasper – Helps generate blog posts, ad copy, and social media content quickly.

✅ SurferSEO – Optimizes content by analyzing top-ranking pages.

✅ Grammarly – Ensures content is clear, professional, and mistake-free.

🔹 How I’d use it: I’d create AI-assisted blog drafts and then add my personal expertise to keep content engaging and authentic.

2️⃣ AI-Driven Social Media Marketing

Managing multiple platforms manually is exhausting, so I’d use AI for:

✅ Canva Magic Write – AI-generated captions and designs.

✅ Lately – Converts long-form content into social media posts.

✅ Buffer or Hootsuite – Automates post scheduling and engagement tracking.

🔹 How I’d use it: I’d schedule posts in bulk and use AI-generated analytics to see what’s working and adjust my strategy.

3️⃣ AI Chatbots & Customer Support

Instead of manually answering every query, AI chatbots can handle common customer questions 24/7.

✅ ChatGPT API – Custom AI chatbots for websites.

✅ Drift – AI-powered live chat for lead generation.

✅ ManyChat – Automates replies on Facebook and Instagram.

🔹 How I’d use it: I’d set up a chatbot on my website and social media to answer FAQs, recommend products, and collect leads.

4️⃣ AI-Powered Email Marketing

AI makes email marketing more personalized and effective by analyzing customer behavior. ✅ Mailchimp – AI-driven subject line suggestions & automated sequences.

✅ HubSpot – AI-powered lead nurturing and segmentation.

✅ Seventh Sense – AI-optimized email delivery for better open rates.

🔹 How I’d use it: I’d let AI personalize emails based on customer actions (e.g., sending a special discount if they abandoned their cart).

5️⃣ AI for SEO & Website Optimization

AI can improve rankings and website performance with data-driven insights.

✅ Clearscope – AI-based keyword and content recommendations.

✅ Frase – Automates content research and optimization.

✅ RankIQ – AI-driven keyword analysis for small business blogs.

🔹 How I’d use it: I’d optimize my website for SEO and user experience without needing deep technical expertise.

6️⃣ AI for Ads & PPC Campaigns

Running paid ads can be overwhelming, but AI tools improve targeting and ad performance. ✅ Google Ads AI – Smart bidding and automated audience segmentation.

✅ Adzooma – AI-powered ad performance optimization.

✅ Pattern89 – AI-driven insights to improve ad creatives.

🔹 How I’d use it: I’d let AI analyze ad data to automatically adjust my budget and optimize for conversions.

Final Thoughts

AI is not a replacement for human creativity, but it’s a powerful tool to save time, cut costs, and improve efficiency. As a small business, I’d focus on using AI for automation and data-driven decisions while still adding a human touch to my brand.

I often check out CoderzColumn (which covers Digital Marketing blogs and tutorials) to stay updated on how AI is evolving in digital marketing. The future is AI-driven, and small businesses that adapt early will have a major advantage.

[coderzcolumn]

glob & shutil python libraries

Hello Learners!

Learn about these python libraries with some simple yet amazing tutorials. It will help you gain practical knowledge of bulk file handling using python libraries.

- glob module helps in finding all paths which match particular patters in Unix shell. https://coderzcolumn.com/tutorials/python/glob

- shutil library helps the developer perform high-level operations like copying and removing on a bunch of files. https://coderzcolumn.com/tutorials/python/shutil

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#CoderzColumn #Python #programming #PythonProgramming#FileDirectories #PythonLibraries

[coderzcolumn]

Multithreading & Multiprocessing Libraries

concurrent.futures module lets developers execute concurrent threads/processes asynchronously and provide very easy to use interface for it.

subprocess module let developer spawn new process from the existing process. It lets the developer connect to input/output/error streams of newly spawned processes and also collects return codes.

Multiprocessing module lets spawn new processes from the existing one and has the same API as that of the threading module. 

#FollowFriday #CoderzColumn #TechnicalDevelopment #Python 

Please Visit The Link

1) https://coderzcolumn.com/tutorials/python/multiprocessing-basic

2) https://coderzcolumn.com/tutorials/python/subprocess-basic

3) https://coderzcolumn.com/tutorials/python/concurrent-futures