Tag: Tips & Tricks Page 1 of 4

From API to easy street within minutes

30? 20? …15? It all depends on how well you know your third-party API. The point is that polling data from third-party APIs is easier than ever. CIM mapping is now a fun experience.

Want to find out more about …

SSL Proxy: Splunk & NGINX

Who is this guide for?

It is a best practice to install Splunk as a non-root user or service account as part of a defense in depth strategy. This installation choice comes with the consequences of preventing the Splunk user …

Splunking Microsoft Azure Network Watcher Data

 

Microsoft has released a new service in Azure called Network Watcher.  Network Watcher is a network performance monitoring, diagnostic, and analytics service which enables you to monitor your network in Azure.  The data collected by Network Watcher is stored …

Splunk DB Connect 3 Released

Splunk DB Connect has just gotten a major upgrade! Let’s take a look at it.

What’s New

Splunk DB Connect 3.0 is a major release to one of the most popular Splunk add-ons. Splunk DB Connect enables powerful linkages between

Using machine learning for anomaly detection research

Over the last years I had many discussions around anomaly detection in Splunk. So it was really great to hear about a thesis dedicated to this topic and I think it’s worth sharing with the wider community. Thanks to its …

Splunk AWS Quick Start: Deploy Your AWS Splunk Environment In Minutes

If I told you that a fully operational Splunk Enterprise deployment in AWS could be yours in a matter of minutes, would you be interested? Sit down, relax, and I’ll tell you all you need to know to have a …

Everything You Need to Know About Splunk ITSI

ITSI_PointWith the latest version of Splunk IT Service Intelligence (ITSI), you can apply machine learning and advanced analytics to:

  • Simplify operations with machine learning
  • Prioritize problem resolution with event analytics
  • Align IT with the business with powerful real-time service-level insights

Your Splunk Workspace

What is a Workspace? In my mind, it’s a well defined area within which one can construct and create without impact to and by externalities.

Implemented in Splunk, it’s a user logging into Splunk, getting escorted to content for their …

How to easily stream AWS CloudWatch Logs to Splunk

At AWS re:Invent 2016, Splunk released several AWS Lambda blueprints to help you stream logs, events and alerts from more than 15 AWS services into Splunk to gain enhanced critical security and operational insights into your AWS infrastructure & applications. …

How to Stop Playing the Blame Game in Your IT Department

It’s a familiar scenario: a problem is discovered, and a Service Desk Team gets a help ticket. The Service Desk Team tells Operations that there’s an outage. The Operations Team suggests that the problem could be the result of bad …

Implementation of Incentive Driven User Access

Out of the box, a Splunk user has the capabilities to do some powerful stuff – but as Uncle Ben tells us, “with great power comes great responsibility“. In my prior post, we reviewed the scenario and …

Analyzing BotNets with Suricata & Machine Learning

Since the official rollout at the year’s. conf of the Machine Learning Toolkit(MLTK), Splunkers have been pursing some interesting use cases ranging from IT operations, planning, security and business analytics. Those use cases barely scratch the surface …

Carrot vs Stick: A Case for Incentive Driven User Access

Houston, We’ve Got A Problem

Out of the box, a Splunk user has the capabilities to do some powerful stuff – but as Uncle Ben tells us, “with great power comes great responsibility“.

Scenario: Bort is a well …

Enhancing Enterprise Security for Ransomware Detection

Ransomware isn’t going away

Ransomware is a profitable business model for cyber criminals with 2016 payments closed at the billon dollar mark. According to a recent survey by IBM, nearly 70% of executives hit by ransomware have paid to …

Visual link analysis with Splunk and Gephi

As cyber-security risks and attacks have surged in recent years, identity fraud has become all too familiar for the common, unsuspecting user. You might wonder, “why don’t we have the capabilities to eliminate these incidents of fraud completely?” The reality …

Improving Visibility in Security Operations with Search-Driven Lookups

Looking back on 2016, Splunk Enterprise Security added significant capabilities to its platform for security operations, including Adaptive Response, User & Entity Behavior Analytics (UEBA) integration and Glass Tables.  Another capability that was added, but has received less attention …

Dashboard Digest Series – Episode 5: Maps!

splunk_maps“A map does not just chart, it unlocks and formulates meaning; it forms bridges between here and there, between disparate ideas that we did not know were previously connected.” ― Reif Larsen, The Selected Works of T.S. Spivet

Welcome to …

Splunk and AWS: Monitoring & Metrics in a Serverless World

Bill Bartlett (fellow Splunker) and I have recently had the distinct pleasure of moving some workloads from AWS EC2 over to a combo of AWS Lambda and AWS API Gateway. Between the dramatic cost savings, and wonderful experience of not …

Smart AnSwerS #83

Hey there community and welcome to the 83rd installment of Smart AnSwerS.

After a dry spell, Splunk HQ is finally experiencing a good amount of rain in the San Francisco Bay Area. As per usual, people have forgotten …

Universal or Heavy, that is the question?

Introduction

As a Professional Services Consultant, a discussion that I often encounter when on site with customers is whether to use a Universal Forwarder or a Heavy Forwarder.

Splunk provides two different binaries, the full version of Splunk and the …

Easily Create Mod Inputs Using Splunk Add-on Builder 2.0 – Part IV

This post was written for Add-on Builder version 2.0
Future improvements will obviate the need for some of the techniques mentioned within.

(most notably in step #6 & step #8)


 

There is a veritable cornucopia of useful resources …

Smart AnSwerS #82

Hey there community and welcome to the 82nd installment of Smart AnSwerS.

Have you ever wondered what makes the Splunk community so special, and why many people from various backgrounds are so engaged in all things Splunk? Well, …

Head in the Cloud? Maximize your Operational Intelligence with Even Deeper Integration Between Splunk and AWS

Even more exciting news from re:invent!

In case you weren’t watching the live-stream of the event, you may have missed the keynote announcement this morning about the new service called AWS Personal Health.

Splunk’s integration with AWS …

Dashboard Digest Series – Episode 4 – NFL Predictions

In Episode 4 we will take a look at the four downs of football. We used the Machine Learning Toolkit and more than a decade of NFL data to build models to make predictions during NFL games.

In order to …

Drive your Business in Real-Time with Splunk – Part 2

Hello All !

You remember last week ? We were speaking about ESB and how you can leverage this central component to drive your business in real-time ! Simply by using Splunk Stream to capture ESB traffic on the fly …

101 things the mainstream media doesn’t want you to know about PowerShell logging*

powershell_recipe

At .conf2016 Steve Brant and I presented on how to detect PowerShell maliciousness using Splunk [2]. The only problem is, if you didn’t attend the conference and only read the PowerPoint slides you might say something like …

Dashboard Digest Series – Episode 3

energy_small

Welcome to Episode 3 of the Dashboard Digest series! At Splunk we love to eat our own dogfood so in this episode we will see a dashboard showing energy and water usage at Splunk headquarters in San Francisco! Additionally you’ll …

Smart AnSwerS #81

Hey there community and welcome to the 81st installment of Smart AnSwerS.

The San Francisco Bay Area user group will be meeting tomorrow, Wednesday, November 2nd @ 6:30PM PDT at Yahoo! HQ. Gregg Daly from the Children’s …

Splunking Kafka At Scale

At Splunk, we love data and we’re not picky about how you get it to us. We’re all about being open, flexible and scaling to meet your needs. We realize that not everybody has the need or desire to install …

How to: Splunk Analytics for Hadoop on Amazon Web Services Elastic Map Reduce.

**Please note: The following is an example approach outlining a functional Splunk Analytics for Hadoop environment running on AWS EMR. Please talk to your local Splunk team to determine the best architecture for you.

Using Amazon EMR and Splunk Analytics

Drive your Business in Real-Time with Splunk – Part 1

Why would you use Splunk to drive your Business in Real-Time ?

Simply because Splunk brings you flexibility and reactivity.

We constantly look for building agile and flexible IT to support our evolving Businesses, this is why we built …

Preparing for a successful Enterprise Security PS engagement

splunktrust_square_logo(Hi all–welcome to the latest installment in the series of technical blog posts from members of the SplunkTrust, our Community MVP program. We’re very proud to have such a fantastic group of community MVPs, and are excited to share what

Creating McAfee ePO Alert and ARF Actions with Add-On Builder

One of the best things about Splunk is the passionate user community. As a group, the community writes amazing Splunk searches, crafts beautiful dashboards, answers thousands of questions, and shares apps and add-ons with the world.

Building high quality …

Smart AnSwerS #80

Hey there community and welcome to the 80th installment of Smart AnSwerS.

The Splunk Pledge was announced last month, which is our commitment to research, education, and community service. Through Splunk4Good, a minimum of $100 million will …

Can you SPL?

splbee_scoreA couple of weeks ago at .conf2016 we conducted our 2nd annual SPL’ing Bee and it was just as exciting as the year before.  We had over 30 contestants, close to 100 spectators and a whole new set of challenging …

Splunk takes a flexible approach to license enforcement with Splunk Enterprise 6.5

I can’t believe that Splunk .conf2016 is already behind us. If you joined us in-person in Orlando or watched the keynote on Splunk.com, you know an important theme for Doug Merritt, Splunk President and CEO, is making it easier to …

Smart AnSwerS #79

Hey there community and welcome to the 79th installment of Smart AnSwerS.

It was great meeting a good handful of folks at .conf2016 just two weeks ago, and finally getting to put more faces to names among our …

Dashboard Digest Series – Episode 2: Part Deux

geoheatmap_hurricaneBefore moving on to the next episode 3 I decided to do a part two of Episode 2 – Waves!  The reason being is two-fold.  1) Splunk Enterprise 6.5 was recently released and 2) Hurricane Matthew had quite the effect …

Building Add-ons just got 2.0 times easier

Are you trying to build an ES Adaptive Response or alert action and need some help? Are you trying to validate your add-on to see if it is ready to submit for certification? Are you grappling with your add-on setup …

Buttercup Games – Level 3: The One-Millionth Flap

1mil_low

On the final day of .conf2016 some of us were having dinner and I noticed the number of total flaps was approaching 1 million. That means people tapped their screen nearly 1 million total times to make Buttercup fly! So …

Encrypt a Modular Input Field without using Setup.XML

Modular Inputs are a great addition to Splunk Enterprise.  One of the things I really like about Modular Inputs is that they allow you to create inputs that “look and feel” as if they were part of the Splunk installation …

Analyzing the Mirai Botnet with Splunk

On September 20th, the largest Distributed Denial of Service attack ever recorded targeted security researcher Bryan Krebs. This attack was made up of Internet of Things (IoT) devices such as cameras, wireless controllers and internet enabled devices peaking at 400,000 …

Congratulations to the 2016-17 SplunkTrust MVPs!!!

splunktrust_square_logoWelcome back from .conf2016, everyone! It’s been a tremendous good time for all of us at Splunk, and we’re hoping those of you who were able to join us got as much out of it as we did. Among the …

Introducing Splunkbase Curated Experience

There are about 1,200 apps in Splunkbase today. Up until now, the typical ways to look for an app on Splunkbase have been to either search for the app, or filter through multiple apps based on several filter criteria. We …

Buttercup Games – Level 2: Buttercup Go data

Buttercup Go is thriving 4,234 people have played the game and lots of data is being generated. In this post I’ll walk through some of the data we are generating.

Screen Shot 2016-09-28 at 6.08.32 PM

The data includes web, OS, load balancer, network, firewall, other …

Splunk your Google Analytics

Gain more insight into site performance and user activity by correlating Google Analytics data within Splunk.

A customer of mine recently wanted to understand more about the journey that retail consumers take when they arrive at its website. They recognized …

It’s a Family Affair…What’s up with the Family?

“Its a Family Affair“ Whenever I sing that Sly and the FamilyStone song around the house the kids just roll their eyes with disgust. I laugh and tell them not to ’dis on an old great tune. While singing it …

Smart AnSwerS #78

Hey there community and welcome to the 78th installment of Smart AnSwerS.

Things have been ramping up around Splunk HQ with conf2016 just around the corner! The Splunk education team is starting off strong with Splunk University beginning …

Splunk Docs: let us make an example of you

SearchIcon

The Splunk doc team wants to improve our search command examples, and we need your help.  Share your expertise!  The best examples will be added to the Splunk documentation. If you submit a winning example, you will earn undying fame …

Moving from LDAP to SAML authentication

An often asked question when configuring SAML  is how do you ensure users can access their knowledge objects and saved searches that were created before migrating to SAML? Do you need to a script that migrates the users’ knowledge objects? …

Managing your Ingestion with the search bar

Many of our cloud customers have asked me how to better manage their data, e.g. determine volume by sourcetype, or volume by forwarder.  This is typically available via the Distributed Management Console, but in some cases, a person’s role prevents …

Configuring PingIdentity PingFederate (Ping) Security Assertion Markup Language (SAML) Single Sign On (SSO) with Splunk Cloud

no_passwordsThere are now a few blog postings on SAML configurations for Splunk> Cloud. For Okta , Azure and ADFS. Ping is similar in complexity to the Identity Provider (IdP) ADFS, and can be a bit tricky depending on your …

Dell EMC Splunking It Up at #splunkconf16

Ninja_Dell_EMCThe following is a guest blog post from Cory Minton, Principal Systems Engineer, Dell EMC…

Grab your hoodies, your witty black t-shirts, and maybe your capes…it’s time for another exciting Splunk .conf2016, the annual Splunk User Conference taking place at …

Detect IoT anomalies and geospatial patterns for logistics insights

In part 1 of this blog series we spoke about how to turn sensor data into logistics insights. In this part we outline one approach for anomaly detection and enrich our sensor data with location information to discover geospatial patterns.…

Smart AnSwerS #77

Hey there community and welcome to the 77th installment of Smart AnSwerS.

Applications for the 2016 – 2017 SplunkTrust cohort were submitted a month ago, and the current membership reviewed and ranked all of them individually within the …

I can’t make my time range picker pick.

When you are working with Hadoop using Hunk or when you are working with Splunk and the time field you want to work with is not _time, you may want to use the time picker in a dashboard with some …

You Bet Your Sweet SaaS, AWS will be at #splunkconf16!

The following is a guest blog post by David Potes, AWS Solutions Architect:

SCL-Splunk-conf2016-preview-BigDataIdeas_twtr1-440x220The end of September is one of my favorite times of the year, and not just because it’s finally Summer in San Francisco. It’s the time we …

Turn IoT sensor data into Operational Intelligence for logistics

The Internet of Things (IoT) wave may impact businesses and industry verticals differently but with the same potential: IoT opens new doors to interesting use cases that have immediate business impact and value. Splunk has delivered Operational Intelligence and Analytics …

Configuring Microsoft’s Active Directory Federation Services (ADFS) Security Assertion Markup Language (SAML) Single Sign On (SSO) with Splunk Cloud

samlThe title is definitely a mouth full…. It is easier to say “Configure ADFS SAML SSO with Splunk> Cloud“, that’s for sure, but we did get all of the definitions of acronyms down in one shot….

I’ve put …

Using DB Connect With SQLite

 

I got a request the other day from Ari Brown for a hand with the Seattle Kegbot… here’s some notes on how we got to Splunking the data.

The system uses a SQLite backend, so of course DB

Dashboard Digest Series – Episode 2

noaa_website

Welcome to the second episode of the Dashboard Digest Series! So what do we have for Episode 2? Waves!

The use case here was to display real-time and historical parameters and statistics from the National Oceanic and Atmospheric Administrations National …

Configuring Microsoft’s Azure Security Assertion Markup Language (SAML) Single Sign On (SSO) with Splunk Cloud

samlRecently there was a blog posting that described how to configure a Splunk Cloud (version 6.4.x) instance with Okta SAML 2.0. A bit of background on SAML was provided on why Single Sign On seems to be such the …

#splunkconf16 preview: IT Operations Track – Choose your own adventure!

Does anyone else remember the ‘choose your own adventure books’ from the 90s? I do, and this year’s #splunkconf16 has me almost as excited as getting a brand spankin’ new pile of books. Just kidding, 2016 user conference is going …

Smart AnSwerS #76

Hey there community and welcome to the 76th installment of Smart AnSwerS.

SplunkTrust member rich7177 graced us with his presence at HQ earlier this week, and was awarded an awesome trophy from the Splunk documentation team for always …

Configuring Okta Security Assertion Markup Language (SAML) Single Sign On (SSO) with Splunk Cloud

post-itAs organizations grow, the number of applications and tools utilized to perform a job and support the business of the organization inevitably grows. It is not unheard of for enterprises to literally have hundreds of on premise, SAAS and Cloud …

Introducing the “Welcome Page Creator”

“Hey Ninja! My manager just got me access to this ‘Splunk’ thing and I was able to log in and all but all I see is this screen with a search bar. What the heck is this and where are

SplunkZero, delivering value with Splunk at Splunk

LGO-Splunk-Zero-600x330-RGB-2color-101

I want to introduce you to our internal Splunk platform, SplunkZero. I’ll go into some detail on the philosophy of how we chose to deploy Splunk at Splunk, but what I hope to do is kick start the conversation about …

Adding a Deployment Server / Forwarder Management to a new or existing Splunk Cloud (or Splunk Enterprise) Deployment

As part of the Cloud Adoption team, I am working with Splunk Cloud (and Splunk Enterprise) customers on a daily basis and I get asked questions quite frequently about how to optimize, and effectively reduce, administration overhead. This becomes …

Dashboard Digest Series – Episode 1

Welcome to the Dashboard Digest Series! Starting today you can look forward to a different dashboard (and sometimes a collection of dashboards) that was created to solve one of many hundreds of use cases in just about any industry in …

How to Create a Modular Alert

What’s a Modular Alert (and why should I care)?

Modular Alerts is a feature in included in Splunk 6.3 and later that allows it to actively respond to events and send alerts, gather more data, or perform actions. Splunk includes …

Smart AnSwerS #75

Hey there community and welcome to the 75th installment of Smart AnSwerS.

The “Where Will Your Karma Take You” contest officially ended this past Monday, and the winners were announced in a Splunk blog post by piebob earlier …

iOS Memory Warnings

Memory on mobile devices is a shared resource, and apps that manage memory improperly run out of memory and crash. iOS manages the memory footprint of an application by controlling the lifetime of all objects using object ownership, which is …

Tracing Objective-C Methods

You can write very fast programs in Objective-C, but you can also write very slow ones. Performance isn’t a characteristic of a language but of a language implementation, and more importantly, of the programs written in that language. Performance optimization …

Android ANR troubleshooting with MINT

Being involved with shippable software for mobile and desktop, I realize that there is a class of problems that are not easy to troubleshoot.

Crashes are probably the easiest to reproduce in QA and Engineering environments and so they are

Detecting early signs of compromise by splunking windows sysinternal

Splunk_Power_Banner

OVERVIEW

Traditional way of detecting of compromise in window environment using signature based anti-virus / malware product is very difficult to detect advanced malware or threats.  Most of anti-malware solutions that are signature based relies on known list of signatures …

Handling HTTP Event Collector (HEC) Content-Length too large errors without pulling your hair out

Once you start using HEC, you want to send it more and more data, as you do your payloads are going to increase in size, especially if you start batching. Unfortunately as soon as you exceed a request payload size …

Secure Splunk Web in Five Minutes Using Let’s Encrypt

Configuring SSL for your public facing Splunk instance is time-consuming, expensive and essential in today’s digital environment. Whether you choose to go with a cloud provider or self-hosting; RTFM-ing how to generate the keys correctly and configuring how Splunk should …

Smart AnSwerS #74

Hey there community and welcome to the 74th installment of Smart AnSwerS.

A Splunk Paper Aircraft Association was started up at HQ a couple weeks ago where each participant creates and launches their own paper aircraft every Friday …

SplunkTalk – #76 – Buzzword Bingo

We’re getting the hang of this now?!? Maybe? Today’s episode we chat about some upcoming goodies like Hal’s Developer Lounge and Wilde’s Yoga Classes and much more at SplunkConf2016 at the Swan/Dolphin Hotel in Orlando. Clint has a new job …

Smart AnSwerS #73

Hey there community and welcome to the 73rd installment of Smart AnSwerS.

It has been almost a year since the very first members of the SplunkTrust Community MVP program were chosen by Rachel Perkins, Sr. Director of …

Send data to Splunk via an authenticated TCP Input

Wow , my second blog in 24 hrs about Protocol Data Inputs(PDI) , but sometimes you just infected with ideas and have to roll with it.

So my latest headbump is about sending text or binary data to Splunk over …

Smart AnSwerS #72

Hey there community and welcome to the 72nd installment of Smart AnSwerS.

The “Where Will Your Karma Take You” contest has been underway for two weeks now on Splunk Answers, and there is just a little over 2 …

Sending binary data (a gzip compressed payload) to Splunk

A while ago I released an App on Splunkbase called Protocol Data Inputs (PDI)  that allows you to send text or binary data to Splunk via many different protocols and dynamically apply pre processors to act on this data prior …

Smart AnSwerS #71

Hey there community and welcome to the 71st installment of Smart AnSwerS.

There’s a lot of hustle and bustle going on as Splunkers, partners, and customers are preparing and reviewing presentations for .conf2016 just two months away. As …

If your plants could speak to you, what would they say?

unhappy_plant

I’m pretty sure mine would say “Hey Bozo, thanks for drowning me to death” or “Must… have… water… What is this, the Sahara?” Oh, and also “I hate it here, what’s it take to get some morning sun?”

I decided …

Smart AnSwerS #70

Hey there community and welcome to the 70th installment of Smart AnSwerS.

Since expanding Splunk HQ with the addition of the new building next door, things have been eerily quiet as you walk through each floor since everyone …

Docker? Amazon ECS? Splunk? How they now all seamlessly work together

Today the Amazon EC2 Container Service (ECS) team announced they have added the Splunk native logging driver to the newest version of the ECS agent. This means it’s now easier to implement a comprehensive monitoring solution for running your containers

How to Pick a Threat Intelligence Provider (kind of…)

Over my last two years-ish at Spunk I’ve been asked the question “Which threat intelligence feed should I purchase?” and “whats the deal with the viking helmet?” and “whats up with the Star Wars theme at Threatconnect”  (ಠ_ಠ at you …

Best Practices in Protecting Splunk Enterprise

Splunk EnterpriseSplunk Enterprise helps companies collect, analyze, and act upon the data generated by their technology infrastructure, security systems and business applications. Customers use Splunk software to achieve operational visibility into critical information technology assets and drive operational performance and business …

Gaining clarity: adding a visual line break between events

splunktrust(Hi all–welcome to the latest installment in the series of technical blog posts from members of the SplunkTrust, our Community MVP program. We’re very proud to have such a fantastic group of community MVPs, and are excited to see …

Smart AnSwerS #69

Hey there community and welcome to the 69th installment of Smart AnSwerS.

Time has been flying by with Splunkers working incredibly hard and adapting to new changes in our office space. It’s hard to believe that we’re halfway …

Splunking a Microsoft Word document for metadata and content analysis

The Big Data ecosystem is nowadays often abbreviated with ‘V’s. The 3Vs of Big Data, or the 4Vs of Big Data, even the 5Vs of Big Data! However many ‘V’s are used, two are always dedicated to Volume and Variety.…

Eureka! Extracting key-value pairs from JSON fields

With the rise of HEC (and with our new Splunk logging driver), we’re seeing more and more of you, our  beloved Splunk customers, pushing JSON over the wire to your Splunk instances. One common question we’re hearing you ask, how …

Smart AnSwerS #68

Hey there community and welcome to the 68th installment of Smart AnSwerS.

It’s the week of LGBT Pride in San Francisco, so SplunQers and fellow allies came together yesterday afternoon for our second party ever in the new …

Supporting a cycling world record attempt using analytics

It’s not every day that you get to be involved in a record attempt, but Splunk is currently supporting a team of four cyclists in their quest to break the world record for a team cycling from the West coast …

Spotting the Adversary… with Splunk

Howdy Ya’ll. Eventually there is a Rubicon to cross in every Security professional’s life. With a satisfied sigh he’ll take a step back from the keyboard, wipe Dorito dust covered hands on khakis, take a long slug of Mountain Dew, …

Smart AnSwerS #67

Hey there community and welcome to the 67th installment of Smart AnSwerS.

For folks who will be in the San Francisco Bay Area the first full week of July, you’re all welcome to join us at the SFBA …

DevOps Metrics: Measuring Team Productivity – Yes or No?

In my last blog post, I talked about the importance of measuring the business impact of DevOps-driven application delivery. At the DevOpsDays Seattle Open Space discussion on metrics, we also explored measuring DevOps teams’ performance and people productivity. …

Smart AnSwerS #66

Hey there community and welcome to the 66th installment of Smart AnSwerS.

Splunk HQ now has an open room with giant Lego like blocks for Splunkers to take a creative escape from the daily grind. Some folks have …

One source, many use cases: How to deliver value right away by addressing different IT challenges with Splunk – Part 2

Do you remember this piece of raw data:

raw_data

I hope so, it was on the blog only last week … 😉

Today, let’s focus on the value we can extract and how we’ll be able to address some of the …