Figuring out which social media strategies work is a challenge for even the most seasoned social media professionals. It’s even more challenging for companies that aren’t familiar with data analysis. However, Python can make this task much easier. In fact, using Python to analyze your social media profile allows you to visualize important metrics in a way that you may not have been able to before. Best of all, you can use simple Python scripts to gather helpful metrics and insights in just minutes — insight that are crucial to making better decisions and creating more successful campaigns.
Social Media Analytics Using Python

Social media analytics is a field that’s still in its early stages. There are many different ways to use the data gathered from social media platforms, but one of the most important things to remember is that social media analytics is not just about gathering information—it’s about using that information to inform you of what your customers want, need, and like.
That’s where Python comes in. Python is a programming language that allows you to gather data from various sources (like Twitter or Instagram). You can then organize it in different ways and analyze it so that you can identify trends and patterns in your customer base. This will help you better tailor your marketing campaigns to reach these people more effectively.
It also allows you to create bots that can interact with users on social media sites like Twitter and Facebook Messenger by sending them messages at certain times or when certain things happen online (like an article being posted). This type of bot could be used for customer service purposes or even sales purposes (by sending out promotional offers).
Finally, it allows developers like to create apps using APIs provided by other companies like Google Analytics or Salesforce Lightning components which means that they don’t have to pay any fees upfront since all their costs will be covered through revenue sharing agreements with these companies once their app
Social media analytics is the use of data mining and machine learning to analyze social media posts. These posts can be anything from a tweet, a blog post, or even a Facebook post—anything that people publish online can be analyzed using social media analytics.
The goal of social media analytics is to understand how people are communicating on social media platforms, whether they’re talking about a brand or not. By analyzing this data, marketers can determine what content is most successful in terms of engagement and reach. They can also learn what types of content work best for their audience and which don’t.
While there are many different ways to analyze social media data, Python is one of the most popular languages for doing this type of analysis because it’s easy to use and free! In this course we’ll go over how you can use Python to collect data from Twitter and analyze it using pandas library.
It’s no secret that social media has become an integral part of our daily lives. We use it to communicate with friends and family, connect with old classmates, and even find jobs. But what if you could use social media to boost your business?
What if you could use it to tell a story that connected with your audience and made them feel like they were a part of something bigger than themselves?
Social media analytics is a great way to learn about your audience and the impact you have on them. This article will walk you through the basics of social media analytics, as well as how to execute them in Python.
Social media analytics is a fascinating tool for businesses and individuals to understand their audience and how they use social media. If you want to learn how to do this yourself, you don’t need to be a master coder. The Python programming language can help you get started with social media analytics on your own computer. This article will show you how to use Python for social media analytics.
What are Social Media Analytics?
Social media analytics are a way for businesses to measure the effectiveness of their social media marketing efforts. They measure things like how many people have interacted with your posts, what content resonates most with your audience, and which channels are driving the most engagement.
Why Use Social Media Analytics?
Social media analytics can help you optimize your marketing efforts by giving you insight into what’s working and what isn’t. This allows you to focus on the right things and eliminate those that aren’t providing value.
How Do You Get Started?
There are many companies that offer social media analytics services, such as Google Analytics or Twitter Ads. However, these services can be expensive and don’t give you full control over how your data is collected and analyzed. The best option is usually to use an open-source tool like Python or R to collect and analyze your own data. In this article we’ll show you how!
What Are Social Media Analytics

Social media analytics is a way to understand your audience, and it’s an important part of any social media strategy. You can use social media analytics to track all sorts of different things, from how many people are engaging with your content to what kinds of posts get the most impressions. It is is a way of measuring the effectiveness of your social media marketing. It helps you understand what’s working and what isn’t, so that you can make more informed decisions about how much time and money to spend on each piece of content.
If you’re trying to build an engaged audience, then you need to know what kind of content they like and when they like it—and that’s where social media analytics comes in. Social media analytics tells you exactly how many people interacted with each post on your page, which ones got the most engagement, and what time of day is best for posting.
Social media analytics is the process of collecting, analyzing, and reporting on data from social media platforms. Social media analytics can help you understand your audience and identify trends in your industry. It’s also a great way to see what kinds of content they enjoy and how they interact with it.
Analytics can be used to track your own engagement with followers, as well as the engagement of others. It can also help you understand how people are finding your posts and whether or not their content is driving sales for you. It’s important to track your social media metrics in order to measure the effectiveness of your campaigns, identify areas for improvement, and see how much engagement each post gets.
Importance of Social Media Analytics

They help you understand your audience
Taking steps to understand your audience using social data can help you in so many ways. For example, analyzing your past posts can help you find your unique best time to share.
Timing is an important part of social media marketing. If you post when your fans are online and at their highest level of alertness your posts will drive more engagement, traffic and sales.
Therefore, you should dissect your social data and find your unique best time to post on social media.
Some social networks let you do this easily through their built-in analytics.
On Facebook, you can find it by going to the ‘Post’ section in your insights.
You’ll then see two graphs at the top of the screen.
They will show you the days and times at which most of the page’s fans are online.
If you post content at these times, reach will be high.
They show you what your best social networks are
Not all social networks will work perfectly for you. Just because Facebook has over 2 billion users and Instagram has over 800 million users doesn’t mean they will drive the best results.
There might be smaller networks like Pinterest or Flickr that can help execute your strategy better.
The only way to confirm which social networks work best is through experimentation and using your analytics to measure how much engagement, traffic and sales you are getting.
This data can be utilized to focus more on social networks that are working for you and eliminating ones that aren’t.
You can also use the data to prioritize the amount of time you spend managing each social network. More time can be spent on the top performing networks and lesser on ones that bring in smaller results.
To figure out which social networks are driving the highest engagement, you should use a social media dashboard tool like Cyfe. It connects to several social networks and you can place data from all of them in one single dashboard to compare performance.
Here’s a screenshot of one of my dashboards containing data from different social networks.
Cyfe also has a feature known as mashups which can be used to mash data from different social networks to create one graph that compares performance.
Social data can help you create better content
When you track your social networks, you will understand what content drives the best results.
On networks like Facebook and Twitter you will be able to see whether images, links or videos do better. While on visual-centric networks like Pinterest and Instagram you can check what type of images perform best.
To figure out what content is performing best you can use your social media page’s analytics. Some social networks like Facebook have built-in analytics that shows what types of media perform best. You can view it in the ‘Posts’ section of your analytics on Facebook.
As you can see in the screenshot below, links are performing best on this page.
You can also use analytics to check how your blog performs. You can see which content is shared more, the number of visits each social network sends, how much time they spent and how many of those people converted to subscriptions and sales.
To check your content’s performance on social media, you can use a tool like Buzzsumo.
And to check the amount of traffic a social network is driving you can use Google Analytics. This tool will also display other metrics like the amount of time these people spent on your site, the number of pages they visited, the bounce rate, etc.
Help you Understand competitors
Your competitors are also creating content and running social media strategies. This will result in their own unique data.
If you analyze this data, you will be able to figure out what is working and what isn’t. It will help you avoid the mistakes they are making and only focus on techniques that bring results.
To figure out which social networks are working best for your competitors you can use Similar Web.
Just add the URL to any website and it will show you the percentage of the traffic your site receives from social media and the social networks driving it.
Then you can spy on your competitors’ top performing social media and content using Cyfe and Buzzsumo.
For example, on Cyfe you can create an Instagram widget and choose to track a competitors account instead of your own. You just add their username and select the metric.
Here I chose top posts by ‘Likes’ and I am able to view them.
I can click on each post and it will take me to the post on Instagram so that I can take a closer look.
Social metrics can help you create a better strategy
You will not create the best strategy in your first attempt. You are bound to make several mistakes and use tactics that don’t work.
But if you study your social media analytics regularly you will be able to figure out what these mistakes are. Hence, when you optimize your strategy you can eliminate them and fortify it.
To figure out these mistakes using any good social media analytics tool will do. But along with it you should use social media listening to check the impact your strategy is having on people.
Using social listening you can view in real-time what people are saying about your business online. This can help you modify your strategy to better connect with current and potential customers.
For executing social media listening you can use a tool like Sentione. Just sign up for an account and add in keywords like your product name, company name and other relevant keywords and the software will track all the mentions and list them out. It will also display the data in the form of graphs.
You can use this data to modify your strategy and create better content in the future.
Social media analytics shows you how a social media campaign is performing
Once you launch a social media campaign you should regularly track it. You can check if it is panning out the way you intended it to.
If things aren’t going according to plan you can make changes to your campaign and rectify it. And if results are very damaging you can nip it in the bud.
For this, you can use a tool like Sentione as it conducts
Social Media Analytics Software

1. Keyhole
Keyhole is the first item on our list of the top social media analytics tools. The platform provides a stunning, thorough, and simple dashboard that tracks all of your social media activity.
Keyhole’s user-friendly technology genuinely helps you understand the thoughts of future clients and engagements. To help you decide what and where is most effective, you will now have access to comprehensive reporting that has been streamlined.
This platform offers a huge number of functions. The quantity of impressions, reach, posts, and engagements that particular accounts or hashtags are receiving will be visible to you.
Keyhole can help you there as well if you need to figure out which key influencers have the most followers and the highest interaction rates. In conclusion, you
2. Sprout Social
Sprout Social’s expertise in tracking and reporting on cross-channel social media analytics is what really elevated it on this list. With the help of this platform, you can compare all of the outcomes from various networks at once or get in-depth into the reports and analytics of a single network.
You can track anything from Facebook impressions to Twitter link clicks with the help of Sprout Social’s numerous features and tools. Having said that, tracking data for sites like LinkedIn and Pinterest are also integrated because, as we all know, social media platforms are rapidly developing.
The platform provides both pre-built and bespoke reporting possibilities. This means that you will have a variety of options.
3. Hootsuite
Hootsuite is another of the top social media analytics tools available right now. This platform has a strong reputation in this industry and has long offered reliable social interaction services.
You can fully manage postings, collaborations, scheduling, and analytics with the aid of Hootsuite. Your social media management team will be able to automate posts with the tools it offers, schedule posts appropriately, access a ton of analytics and insights, and calculate key performance indicators from all the marketing content.
Hootsuite’s ability to swiftly and simply interface with all social media networks, such as Facebook and Instagram, is yet another noteworthy feature. This implies that viewing analytics doesn’t require switching between different platforms. rather, you can.
4. Zoho Social
We are all aware that Zoho has a ton of fantastic products, including one of the greatest CRM systems. With the inclusion of Zoho Social, they also bring a solid platform for managing and reaching on social media.
Through its user-friendly publication calendar function, the platform enables you to effortlessly plan out and produce posts. Additionally, you can quickly keep track of every campaign and make tailor-made reports that are simple to read and understand.
From the convenience of the Zoho Social dashboard, interact in real-time with your social media audience and actively engage your followers. Check out Zoho, particularly if you currently use their platform for other tasks.
5. Buffer Analyze
Buffer is a different name that you might be somewhat familiar with. Additionally, they feature strong yet incredibly easy-to-use social media analytics tools with their Buffer Analyze software. It has all the functions and resources you could possibly need for managing and monitoring your social media feeds.
You can easily schedule post timings and manage numerous social media accounts at once, just like with many other programs on this list. All of this enables you to focus on client involvement to the nth degree.
Buffer Analyze is undoubtedly a platform you should think about using because of the integrated social media analytics capabilities that enable you to increase reach, engagement, and sales.
6. Brand24
You might not be familiar with Brand24, which is unfortunate considering they offer one of the greatest social media monitoring tools available.
Our is a paid tool that offers a 2-week free trial (like all the others on this list). This implies that before making a final choice, you can dip your toes in the water and thoroughly investigate the platform.
The key aspects of social analytics monitoring include getting a ton of social analytics from various platforms, viewing engagement and influence metrics, finding trending hashtags, and viewing a variety of significant hashtag statistics.
Don’t forget to check out Brand24; it’s a platform you won’t want to miss. With their comfort
7. Cyfe
One of the greatest social media management analytics tools is Cyfe, a company dashboard tool. It can sync all of your data from all of your platforms and marketing tools in one location.
The topic of analytics extends beyond social media to include advertising, email, monitoring, sales, SEO, and website analytics.
The enormous variety of integrations that may be included in a single dashboard makes Cyfe stand out. You may sync and combine data and statistics from 19 different social media and other types of accounts using the platform.
No matter how many accounts you have open at once, this enables you to use data and make wise social media engagement decisions while relaxing in the comfort of a single panel.
8. CoSchedule
CoSchedule is likely the greatest social editorial calendar available, in addition to being a fantastic social media analytics platform. It excels in this area since it enables you to evaluate how well your social media posts are performing.
CoSchedule will provide suggestions for enhancements and recommendations to you across all channels using this data.
Not only that, but the calendar also provides information on the ideal time, day, and kind of content to post.
You should give CoSchedule a close look if you need social media analytics for everything from social engagement to social sharing, as well as everything in between.
9. Brandwatch
Brandwatch completes our ranking of the top social media analytics tools. Comparatively speaking to the other tools on this list, the platform operates a little differently. It gathers mentions from blogs, news websites, discussion forums, social media sites, and other publicly accessible sources from all over the internet.
After combining all of these mentions with other analytical tools that are already there, it generates comprehensive reports in either an easy-to-read HTML or PDF format.
Additionally, the site strives to offer information on a variety of topics, including influences, places, image analysis, and demographics.
If you wish to add mentions in your reporting, take a look at Brandwatch.
10. Buffer
Buffer is a great tool that will help you in two main ways. You can write a few of posts at a time and choose which social profiles to send them to, and then Buffer will spread them throughout the day or week so that you don’t have to be at a computer all the time in order to have a social media presence. It also shortens your links and tracks engagement so you can see how many people clicked on them.
Why You Should Use Social Media Management Tools?
Actually, there are several justifications for employing social media management solutions.
You can use the ability to track the success of all social media posts across all channels in addition to the obvious tracking and indicator performances for marketing.
This power allows social media marketing teams and managers to more precisely identify the posts and/or paid campaigns that are creating the most discussion and engagement.
Teams can work on developing plans they are confident will succeed in the future with the help of this expertise and insight.
What Features Should You Look For?
One size probably doesn’t fit all when it comes to social media scheduling tools and software. Many of your final decisions will be influenced by both your personal preferences and the actual needs of your business.
Despite this, no matter whatever platform you ultimately choose, there are still several things you should make sure you have access to. Here are some key characteristics to consider.
Competitor Analysis
Let’s face it: you want to be able to monitor both your own social media analytics and those of rival efforts. It is crucial that the social media analytics platform you choose has this feature included for this reason.
You will learn what is and isn’t working for your competitors as a result.
Follower Analysis
Yes, it’s crucial to be able to observe how your followers respond to your content. However, you want to ensure that you can go a step further and learn more about the geography and demographics of your followers.
What works in one location and population might not in another. Improved engagement type knowledge is essential in this case.
Content Engagement Analysis
Similar to follower analysis, this is. It’s crucial to understand who is truly engaging with a post in addition to how much engagement it receives.
This enables even more precise targeting of customised articles and strategies, enabling your company to really connect with some segments.
Attribution
When followers are more precisely defined, you can reach out to them more directly to promote business material or posts with people like influencers and potential brand champions.
Remember that it will also be important to determine which followers have the most extensive networks.
Reporting
Custom reports and the ability to provide clear and concise reporting standards have always been a challenge in this arena.
Social media analytics tools will help improve the reporting process by giving you access to a dedicated reporting tool instead of just the typical spreadsheets and other notes. All of this is particularly useful when it comes to key metrics across the board.
Conclusion
Using Python on Social Media Analytics could open up a lot of opportunities for your company. For example, social media analytics allows you to study a huge number of data using various tools and metrics. This makes it a very helpful process in the decision-making process. You will be able to see what is working for you and what isn’t, who your target audience is, and where you could reach them for the most effective results.