Data Analytics Archives ~ fitzmoskal https://fitzmoskal.me/category/skills/tech-skills/data-analytics/ You are _here_ Thu, 29 Feb 2024 16:56:36 +0000 en-GB hourly 1 https://wordpress.org/?v=6.9.4 https://fitzmoskal.me/wp-content/uploads/2024/02/cropped-result_880649-32x32.jpeg Data Analytics Archives ~ fitzmoskal https://fitzmoskal.me/category/skills/tech-skills/data-analytics/ 32 32 11678478 US Retailer – DevOps https://fitzmoskal.me/us-retailer-devops/ Mon, 26 Feb 2024 17:59:58 +0000 https://fitzmoskal.me/?p=1481 I was asked to provide a health check with insights into the clients Discovery operations. I created a custom application

The post US Retailer – DevOps appeared first on fitzmoskal.

]]>

I was asked to provide a health check with insights into the clients Discovery operations. I created a custom application called Pithos – a python-based application which collected data from CMDB and Discovery. This data was then imported into Power BI and we were able to present the following back to the client:

  • High disk utilisation
  • Presence of core dumps
  • Segregated architecture, but no network segregation
  • Sensitive data such as plaintext usernames and passwords stored in unstructured data fields
  • Scan schedules impacting performance

This was followed up with a roadmap of improvements for the client with the option of being delivered by my company.

The post US Retailer – DevOps appeared first on fitzmoskal.

]]>
1481
UK Pharmaceutical – DevOps https://fitzmoskal.me/uk-pharmaceutical-aiops/ Mon, 26 Feb 2024 17:47:33 +0000 https://fitzmoskal.me/?p=1478 I worked with presales to deliver a $55k project with insights into the clients Discovery operations created with Pithos –

The post UK Pharmaceutical – DevOps appeared first on fitzmoskal.

]]>

I worked with presales to deliver a $55k project with insights into the clients Discovery operations created with Pithos – a custom built python-based application which collected data from CMDB and Discovery. This data was then imported into Power BI and we were able to present the following back to the client:

  • Sensitive data filters not capturing plaintext username/password
  • Under-specced Outpost sizes causing performance issues
  • Active user accounts from departed users not removed
  • Various data quality issues
  • Configuration discrepencies between prod and dev environments

This was followed up with a roadmap of improvements for the client which included development of a runbook, and 10 consultancy days of remediation.

The post UK Pharmaceutical – DevOps appeared first on fitzmoskal.

]]>
1478
Healthcare Company – AIOps https://fitzmoskal.me/healthcare-company-aiops/ Mon, 26 Feb 2024 17:29:05 +0000 https://fitzmoskal.me/?p=1475 I worked in presales to present insights into their ITSM operations gathered from Talos back to the client. My involvement

The post Healthcare Company – AIOps appeared first on fitzmoskal.

]]>

I worked in presales to present insights into their ITSM operations gathered from Talos back to the client. My involvement was in data cleansing and preparation for injesting into Talos for supervised and unsupervised learning. Once Talos had created the reports, I would then import these to PowerBI to develop the insights. With AI we were able to identify:

  • Issue candidates for automation e.g. “password reset”
  • Lack of categorisation and service catalogue, poor summaries written in tickets
  • 3rd party structured automation information posted into notes fields
  • Categorical data located in unstructured notes fields
  • Under-utilisation of knowledge
  • Change requests logged as tickets leading to high level of tickets with low MTTR
  • High level of critical abnormalities requiring problem RCA
  • General lack of granularity in categories, impacting management reporting

This was followed up with an offer to the client to deliver the recommendations such as service desk training, restructuring categories, data cleansing, and knowledgebase improvements

The post Healthcare Company – AIOps appeared first on fitzmoskal.

]]>
1475
US Steel Manufacturer – ITAM & AIOps https://fitzmoskal.me/us-steel-manufacturer-itam-solution/ Sat, 24 Feb 2024 02:15:15 +0000 https://fitzmoskal.me/?p=1446 ITAM Solution I was technical lead on a project worth $200k to implement the Helix Discovery SaaS solution. Since scanning

The post US Steel Manufacturer – ITAM & AIOps appeared first on fitzmoskal.

]]>
ITAM Solution

I was technical lead on a project worth $200k to implement the Helix Discovery SaaS solution. Since scanning hybrid infrastructure requires on-prem components there was still substantial Solution Design work required.

At this time the SaaS product was less than 18 months old and there were gaps in features and functionality in how it worked compared to the on-prem version.

This led to challenges with unkown behaviour and bugs in the collector/outpost components which had to be resolved whilst maintaining client confidence in the solution they had bought. All bugs were logged and tracked with the vendor, but thankfully sufficiently minor that they did not delay implementation of the solution.

The customer was also given value added data quality reporting allowing them to identify various gaps and misconfiguration across their estate.

AI Led Operational Improvements

I worked in presales to present insights into their ITSM operations gathered from Talos back to the client. My involvement was in data cleansing and preparation for injesting into Talos for supervised and unsupervised learning. Once Talos had created the reports, I would then import these to PowerBI to develop the insights. With AI we were able to identify:

  • Issue candidates for automation e.g. “password reset”
  • Categorical data located in unstructured notes fields
  • Under-utilisation of knowledge and overuse of top 5 knowledge articles suggesting need to break down into multiple topics
  • Poor knowledge tagging to incident correlation, impacting the performance of the chatbot
  • High MTTR for self-service leading to higher phone-resolved issues with shorter MTTR
  • Discovery of sensitive (GDPR) information in unstructured text fields

This was followed up with an offer to the client to deliver the recommendations such as service desk training, restructuring categories, data cleansing, and knowledgebase improvements.

The post US Steel Manufacturer – ITAM & AIOps appeared first on fitzmoskal.

]]>
1446
German IT Consulting Firm – Digital Transformation https://fitzmoskal.me/german-it-consulting-firm-digital-transformation/ Thu, 22 Feb 2024 16:59:03 +0000 https://fitzmoskal.me/?p=1437 I was in charge of the architecture for the deployment £200k worth of solutions and a managed service for a

The post German IT Consulting Firm – Digital Transformation appeared first on fitzmoskal.

]]>
This image has an empty alt attribute; its file name is hamburg-3071437_1280-1024x682.jpg

I was in charge of the architecture for the deployment £200k worth of solutions and a managed service for a large German consulting firm that wanted to implement a new Asset & Configuration Management function using BMC’s toolset.

Once the deployment was completed and the customer onboarded, I acted as an 3rd line escalation point issues logged through the managed service. In particular I got involved with issues with Data Quality and modelling their network environments. As part of the service they were also gauranteed regular health checks – which we provided in the form of a unique set of analytics written in Python which were exported to Power BI for presenting insights back to the customer, such as:

  • Root user logins
  • Vulernable open ports
  • Recommendations for search and query optimisation
  • Compliance issues
  • Data quality issues

This unique service was provided only by the company I was working for at the time where I developed it.

The post German IT Consulting Firm – Digital Transformation appeared first on fitzmoskal.

]]>
1437
US Coffee Company – SSL Certificate Discovery https://fitzmoskal.me/us-coffee-company-ssl-certificate-discovery/ Thu, 22 Feb 2024 15:18:23 +0000 https://fitzmoskal.me/?p=1429 I was approached by the account management team for a US coffee brand to implement SSL Certificate Discovery for their

The post US Coffee Company – SSL Certificate Discovery appeared first on fitzmoskal.

]]>

I was approached by the account management team for a US coffee brand to implement SSL Certificate Discovery for their network, as they were having issues with expiring certificates causing application failures.

During deployment one challenge was the need to expand the tool to query the Windows stores and resolve an issue where Azure agents would automatically issue and manage short-term 24 hour expiries – which significantly skewed the analytics. These certificates were identified and excluded from reporting.

The solution was deployed quickly and there was time to develop additional analytics and dashboards to allow the account team to quickly export a list of all certificate expiry dates.

The post US Coffee Company – SSL Certificate Discovery appeared first on fitzmoskal.

]]>
1429
Digital Health Checks https://fitzmoskal.me/digital-health-checks/ Tue, 20 Feb 2024 19:37:14 +0000 https://fitzmoskal.me/?p=1378 During my time as a consultant I have worked to develop various digital health checks to assist companies with taking

The post Digital Health Checks appeared first on fitzmoskal.

]]>
During my time as a consultant I have worked to develop various digital health checks to assist companies with taking a tempurature test of their IT systems and strategy. The view of health checks is sometimes that they are just a tool to drum up more business – which to an extent is true, but the health checks I developed have been critical in assisting companies to identify risks, avoid costly mistakes and pinpoint the source of complaints.

I have developed comprehensive health checks for BMC Discovery, Kubernetes, NFS and PostgreSQL. I have also developed exception reporting on data pipelines for data quality assessment. The health checks I have developed have saved customers in the following areas:

  • Identified security vulnerabilities around plaintext usernames and passwords storage
  • Identified issues around NFS performance
  • Identified opportunities for license reclaimation
  • Identified usage patterns for insecure practices (i.e. logging in as root user)
  • Identified various misconfigurations in non-alignment with best practices

The post Digital Health Checks appeared first on fitzmoskal.

]]>
1378
You Need to Think About Data Quality https://fitzmoskal.me/you-need-to-think-about-data-quality/ Tue, 20 Feb 2024 13:20:12 +0000 https://fitzmoskal.me/?p=1279 First experiment with an AI generated video. I picked a subject that I’m very familiar with.

The post You Need to Think About Data Quality appeared first on fitzmoskal.

]]>
First experiment with an AI generated video. I picked a subject that I’m very familiar with.

The post You Need to Think About Data Quality appeared first on fitzmoskal.

]]>
1279
DISMAL https://fitzmoskal.me/dismal/ Mon, 19 Feb 2024 21:33:06 +0000 https://fitzmoskal.me/?p=1183 Toolkit built for use with BMC Discovery written in Python. Can do a number of powerful reports and modifications with

The post DISMAL appeared first on fitzmoskal.

]]>
Toolkit built for use with BMC Discovery written in Python. Can do a number of powerful reports and modifications with both API and CLI (appliance) based commands.

https://github.com/codefitz/DisMAL

The post DISMAL appeared first on fitzmoskal.

]]>
1183
Sample Sizing https://fitzmoskal.me/sample-sizing/ Mon, 19 Feb 2024 20:40:21 +0000 https://fitzmoskal.me/?p=1145 A small script utilising scikit-learn for predicting the size of a build of Congenica on-premise given the number of genome

The post Sample Sizing appeared first on fitzmoskal.

]]>
A small script utilising scikit-learn for predicting the size of a build of Congenica on-premise given the number of genome samples to process.

https://github.com/codefitz/sample-sizing

The post Sample Sizing appeared first on fitzmoskal.

]]>
1145