by Colleen Shifflett | Feb 11, 2025 | Digital Marketing
Marketing thrives on data. From customer insights to campaign performance, the right data enables better decision-making, optimization, and growth. But for many organizations, data silos stand in the way. These silos prevent teams from accessing the full picture, leading to inefficiencies, missed opportunities, and sometimes even misleading conclusions.
Where do these silos come from? And more importantly, how can businesses break them down? Let’s explore the key causes of marketing data silos and actionable solutions to overcome them.
1. Lack of Ownership: When No One is Accountable for Data
The Problem
In many organizations, marketing data falls between the cracks because there’s no clear data owner. Different teams—paid media, content, SEO, email—manage their own data, but no one is responsible for unifying and maintaining it across all channels. This leads to:
- Disjointed reporting across platforms
- Difficulty in aligning marketing goals with business objectives
- Wasted time reconciling inconsistent data
The Solution: Establish a Marketing Data Stewardship Model
A data stewardship model assigns responsibility for maintaining and integrating marketing data. This could mean:
- Appointing a marketing data lead responsible for standardizing reporting structures
- Creating shared dashboards that all teams contribute to
- Defining a single source of truth (e.g., a customer data platform or a business intelligence tool)
Best Practice Framework: Data Governance Model – Establishes clear roles, policies, and procedures for managing data effectively.
2. Large Organizations with Cross-Functional Gaps
The Problem
The bigger the company, the bigger the data problem. Large organizations often have multiple marketing teams across regions, brands, or products. Each team may operate in its own silo, making it difficult to:
- Share audience insights across departments
- Ensure messaging consistency
- Measure the true ROI of campaigns across the full customer journey
When marketing operates separately from product, sales, or customer support, critical customer behavior signals get lost.
The Solution: Cross-Functional Marketing Ops Teams
A dedicated marketing operations (MarOps) team can serve as the glue between departments. This team should:
- Centralize marketing data in a common platform (e.g., a CDP or a data warehouse)
- Standardize reporting frameworks so everyone works from the same KPIs
- Facilitate regular cross-functional meetings to align strategies and share insights
Best Practice Framework: Revenue Operations (RevOps) – Aligns marketing, sales, and customer success into one data-driven function.
3. Tech Stack Fragmentation: Too Many Tools, No Integration
The Problem
Companies often use a mix of CRM, email marketing, paid media, analytics, social media management, and automation platforms—but if these tools don’t integrate properly, marketing data gets fragmented. This leads to:
- Duplicate or missing data (e.g., a customer who engages with an ad but isn’t reflected in CRM)
- Inconsistent reporting metrics across different dashboards
- Data export/import nightmares, wasting time manually pulling reports
The Solution: Unify Data in a Central Platform
Investing in data integration tools or a customer data platform (CDP) can help unify marketing data across channels. Key steps include:
- Choosing platforms with API compatibility to ensure seamless data transfer
- Using data lakes or warehouses to store raw marketing data for advanced analysis
- Implementing automation workflows to reduce manual reporting
Best Practice Framework: Modern Data Stack – A set of cloud-based tools designed for scalable and real-time data integration.
4. Data Gatekeeping: When One Team Controls the Data
The Problem
Sometimes, silos happen not because of fragmentation, but because one department owns and restricts access to marketing data. This can happen when:
- IT controls analytics tools but doesn’t prioritize marketing needs
- Data analysts act as gatekeepers, making access slow and bureaucratic
- Marketing leadership wants tight control over data, limiting visibility for other teams
This prevents marketing teams from being agile and making real-time decisions.
The Solution: Implement Self-Service Data Access
Organizations should move toward a self-service analytics model, allowing marketing teams to access the data they need without bottlenecks. This means:
- Creating role-based access (so teams get relevant data without security risks)
- Using BI tools like Looker, Power BI, or Tableau to enable self-service reporting
- Training marketers on data literacy so they can interpret and act on insights independently
Best Practice Framework: Self-Service Analytics – Empowers non-technical teams to explore and analyze data without relying on IT.
5. Data Quality Issues: Inconsistent or Missing Data
The Problem
Even when data is accessible, poor quality can create blind spots. Common issues include:
- Inconsistent tracking (e.g., different teams using different UTM conventions)
- Missing data fields (e.g., sales data not linking back to marketing campaigns)
- Dirty data (e.g., duplicate customer records, incorrect entries)
The Solution: Standardize and Clean Data Regularly
To ensure data integrity, organizations should:
- Develop a standardized taxonomy for campaign tracking and naming conventions
- Conduct regular data audits to clean up duplicates and missing values
- Automate data validation rules to prevent bad data from entering reports
Best Practice Framework: Data Quality Management (DQM) – Focuses on improving data accuracy, completeness, and consistency.
Conclusion: Breaking Down Silos for Smarter Marketing
Marketing data silos don’t just slow teams down—they cost money, create blind spots, and lead to poor decision-making. Organizations that successfully break down these silos will:
- Make faster, data-backed marketing decisions
- Improve cross-team collaboration and customer experience
- Maximize ROI by integrating data across the full customer journey
To get started, identify which of the above challenges apply to your organization and take steps to implement the right frameworks.
by Colleen Shifflett | Jul 12, 2022 | Digital Marketing
One of the most challenging aspects of learning more about data analysis as a marketer is access to data.
Here are 4 free and accessible ways to start exploring data for marketing.
(This is a slightly longer version of a LinkedIn post. Check it out to see what others had to add.)
Use this to: Get familiar with the platform and learn more about using it to its fullest.
You’ll need: A Google account, and knowledge of Google analytics metrics and dimensions.
If you’re just getting started Google also has free courses and tons of documentation about using Google Analytics.
Good to know: This set is for an eCommerce site, so it’s good to understand that different types of websites will have different onsite goals and measurements.
Trying to apply e-commerce principles to a B2B website for a company
with with a long sales cycle is not realistic and tends to lead to more short-term focused strategies.
How to find it: Search “Google Analytics Demo Account” Should be the first result, or click the header above.
Use this to: Practice advanced data analysis on a robust dataset.
This data set is great to use because since it’s included in a Google course you can not only find a guide to help, you can also search for other people’s work after you’re done, and compare notes.
The challenge of the project is to make marketing recommendations from user data.
You’ll need: Beginner-intermediate knowledge of SQL, R, or Python to work on this one.
You will also need data visualization skills and familiarity with Tableau Public or another easily accessible data viz platform.
Good to know: If you’re a beginner at marketing and/or data analysis, you may want to take the full course.
If you’re familiar with analyzing marketing data and you’ve presented recommendations before, you can probably skip a lot of the course, but it’s good to get a full-picture view.
How to find it: You can locate the files for this data by checking out the Google Professional Data Analytics certificate course on Coursera.
The course is available to audit for free, but you can pay if you want to gain the certification.
If you want to see what I created with the data, check out my GitHub.
Use this to: Find datasets to play with to either work on some more basics skills, such as using SQL, R, or Python.
You can also explore others’ work to find ideas for projects to build on your own from data you find on Kaggle.
You’ll need: A Kaggle account and access to the tools for the programming language you want to use.
Good to know: You can also explore others’ work to find ideas for projects to build on your own from data you find on Kaggle. This is a community
How to find it: Search for the Kaggle site.
Use this to: experiment with using this Python library for multiple marketing functions.
This is not a dataset, but you can crawl sites, generate keywords, analyze social posts, and more to compile data.
You’ll need: Some knowledge of Python, Jupyter Notebook, the Advertools library installed, and a Google Developer account for certain functions.
Good to know: If you search for Advertools, there’s a lot of good info out there.
How to find it: Perform a search for Advertools to learn more and read documentation.
Using this one does require additional setup of accounts if you’ve a beginner.
Check out my GitHub for one example of how I’ve used Advertools.
That’s it! You now have what you need to start practicing with marketing data. Got a question? Reach out to me on LinkedIn.
by Colleen Shifflett | Dec 22, 2019 | Digital Marketing, Work at Home
Free marketing certifications can be a good way to start learning the skills you need to work at home in digital marketing. There are a lot of options out there, and you don’t have to spend a dime!
What to Consider Before You Jump In
These are free, right? So why would you think too hard about jumping in? A lot of these certifications are platform-specific. You’ll want to make sure that earning these certifications will actually help you land clients or get a job and earn money. Think about it – nothing in life is free, especially your time. Do a little research before you get started to make sure the certifications are actually in demand. You also may want to consider whether or not you’ll be able to put into practice what you’ve learned in a real environment until you score a paying gig.
HubSpot Academy
HubSpot sells marketing SaaS products and has a variety of free certifications available on its HubSpot Academy page. Experience with HubSpot is currently frequently desired in digital marketing job descriptions. Also, many of the certifications are broad enough that they can be applied to a lot of different platforms.
Google Analytics Individual Qualification
The Google Analytics Individual Qualification (GAIQ) can be earned completely free online. Google even offers the courses necessary to learn the exam material at their Google Analytics Academy. If you’re going to have a website at all, this is a good place to get a primer on how to use Google Analytics. It’s also a basic requirement for many digital marketing specialist positions.
If you’re not super into numbers or don’t plan on working with websites much, Google Digital Garage may be a better place for you to start. Bonus: You can also find courses here focused on soft skills like networking. Since Google’s not going away any time soon, these are fantastic certifications to earn.
Alison Diploma in E-business
This Alison certification is fantastic for anyone who’s going into business for themselves. You will walk away with a marketing plan and learn more about copywriting and keywords. This site also has a plethora of other courses that can help get you on the road to better conversion rates.
Do you need free marketing certifications?
Maybe, maybe not. There are a ton of other free learning options out there that can help jumpstart your digital career. It may come down to how you learn (structured modules vs. random YouTube videos.) At this time, I personally have none of these free marketing certifications, but I’ve used other resources on these sites to learn how to do what I need to do. Then again, I also have a graduate degree that included courses on digital media, information architecture, and web design. Only you will know what’s best, but these are all solid choices if you’re looking to learn a lot and gain credibility.
Hope this helped you! If it did, will you please spread the word to someone else?
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