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Aligning Security Operations with the MITRE ATT&CK Framework
Aligning Security Operations with the MITRE ATT&CK Framework

Aligning Security Operations with the MITRE ATT&CK Framework: Level up your security operations center for better security

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Profile Icon Rebecca Blair
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Full star icon Full star icon Full star icon Full star icon Half star icon 4.8 (17 Ratings)
Paperback May 2023 192 pages 1st Edition
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Aligning Security Operations with the MITRE ATT&CK Framework

SOC Basics – Structure, Personnel, Coverage, and Tools

In this chapter, we will cover the landscape of what your average security operation center (SOC) looks like. We’ll discuss the structure of the specific roles within the SOC and possible sub-teams that can feed into or be part of the SOC environment. We’ll discuss strategies for alert triage, creating detections, incident response, and other important functions such as “trust but verify,” and how these functions can promote cross-team collaboration and apply to all aspects of the business. Having a strong understanding of the SOC can be critical to applying the various aspects of the ATT&CK framework. This will also allow you to evaluate the SOC environments that you might work in or interact with, and suggest possible changes, improvements, or areas for expansion. This chapter is comprised of the following sections:

  • SOC environments and roles
  • SOC environment responsibilities
  • SOC coverage
  • SOC cross-team collaboration

Technical requirements

For this chapter, there are no installations or specific technologies that are required.

SOC environments and roles

The SOC environment is one of the most critical teams that comprises your organization’s security posture. At the same time, there is no true one-size-fits-all for any SOC environment, which is part of the fun when evaluating yours for improvements. So how do you evaluate how your SOC should be set up? Well, that depends on the purpose of your organization. To test that theory, we will discuss a few hypothetical companies and the make-up of a few different SOC teams that I have seen first-hand. We’ll also talk through important traits for any SOC employee and drill down to specific roles.

SOC environments, as mentioned, all look different, but at the core, they are responsible for alert triage and incident response. In some cases, they can also be responsible for red team activities, security engineering, and network monitoring. That means that your basic roles are SOC analysts, incident responders, and SOC managers, but again that changes depending on scope. Expanded SOC environments might have network operations center (NOC) managers, NOC analysts, security engineers, threat intelligence analysts, or red team operators.

The first hypothetical SOC that we will evaluate is for a company called Blair Consulting. Blair Consulting has a SOC that is responsible for the management of security tools for building detections and for tabletop exercises, and they also have a hybrid environment, which means that there is a combination of on-premises systems and cloud systems. A SOC at that company would be comprised of a SOC manager, incident responder, security engineers, a red team specialist or engineer, and a cloud security engineer. The specific number of people would depend on the size of the organization, but as a rule of thumb, I try to have 1 incident responder for every 200–300 employees. That number primarily takes effect after you have a base set of employees for your team, which is done in the scaling-up period. This also changes if you are a public or private company because if you are public, or depending on the types of data your organization has, you might have reporting requirements for incidents, such as reporting to credit card bureaus in the case of a breach that concerns payment card industry data.

As you can see, any environment will require different teams and personnel, and no one environment looks the same. You should base it on the resources your organization has, the risks that have been identified as high and critical for your organization, and the projected growth/scalability of both the team and the organization.

SOC environment responsibilities

A SOC environment can have varying responsibilities. At the core, you have an incident response and alert triage. To accomplish comprehensive incident response, you want to have a strategy for 24/7 coverage, which can be accomplished by having a larger team and having shift patterns, partnering with a managed service security provider (MSSP), implementing a follow-the-sun model, or using an on-call roster. The option that you choose depends on the resources and infrastructure your team has. For example, if the organization has multiple offices located around the world, you would want to implement a follow-the-sun model, where you have multiple SOC analysts located at each office so that they can work their respective 9–5 type shift, and due to the various time zones and the addition of a few weekend shifts, that will give you the 24x7 coverage envisaged by the follow-the-sun model. The advantages of using an MSSP would give you the advantage of having a smaller in-house team while having support for alert triage and 24x7 coverage, but of course, that comes with a typically high price tag.

If you do everything out of one office and in multiple shifts, you would typically see 4 different shifts of 12 hours, A Day, A Night, B Day, B Night, where in 1 week, members assigned to A Day and A Night work for 4 days with 12-hour shifts, and the ones assigned to B Day and B Night work 3 days with 12-hour shifts, Each week, it would flip for the team that worked weekends.

The following chart will help you envision this:

Figure 1.1 – 2-week 4-shift rotation schedule

Figure 1.1 – 2-week 4-shift rotation schedule

The benefit of that is that in a 14-day time period, you only work 7 days, but again they are 12-hour shifts. You’ll see this type of setup in a lot of government SOC environments. The final option is to just use an on-call roster. In theory, if a high-severity alert is triggered or someone needs to trigger the incident response process, they would use a call roster or a tool such as Ops Genie, which would page whoever is on call. While this is the cheapest option for coverage, it does come with a higher level of risk that alerts will go untriaged, or incidents might take longer to contain or mitigate. In my experience, I’ll typically start a new SOC environment following the on-call method while processes are established, and then as the organization and SOC mature, I’ll either contract with an MSSP or hire enough staff to use the follow-the-sun method.

In addition to incident response, another core responsibility is alert triage. To have alerts, you need to also establish detections that can be completed by SOC analysts or dedicated detection engineers. Alert triaging can sound boring and monotonous, but it is a situation where you are constantly solving a different puzzle. It’s the responsibility of the SOC to create alerts to be able to effectively analyze the logs to find potentially suspicious actions or traffic. The purpose of that is that it is not effective or scalable to be analyzing raw logs all day; the rate at which suspicious actions would be missed is astronomical. Therefore, in theory, it is a key responsibility to have the ability to create complex alerts, which ideally pull in information from various data sources to essentially complete the first few steps of triage for your analysts. You also need to test alerts and review them regularly for efficiency because you do not want your analysts to spend all day triaging false positive alerts. Another aspect that can help with this responsibility is setting up some type of case management system to ensure that analysts do not duplicate efforts by triaging the same alert, and that would allow you to track metrics such as time to ticket, time to triage, and time to mitigation, which can help you drive initiatives for your team.

Threat intelligence analysts can be like security engineers or other types of roles in the SOC, the same way that a SOC analyst might perform some threat intelligence activities such as conducting operational intelligence research, which would provide contextual information for potentially suspicious IPs, domains, URLs, among other types of activities. A threat intelligence analyst conducts research on a larger scale. Some of their responsibilities might include integrating threat feeds such as ones from Abuse.ch, FireEye, and GoPhish (there are literally hundreds of both public and private threat feeds) or creating a deny list of hashes or domains based on triage findings, which can be applied to your organization’s firewall or endpoint detection and response tools. Another responsibility of a threat intelligence analyst is to stay current on all cyber threats, advanced persistent threat groups, and vulnerabilities, which may include writing threat reports on vulnerabilities that apply to the organization or industry.

The NOC is a part of the SOC or can be its own team. The NOC contains team members called NOC analysts, who have similar responsibilities to SOC analysts. They are responsible for monitoring networks; however, they can be less security-focused. A great example of a NOC is where it monitors smaller managed networks and remediates or investigates changes that might not align with a golden image, or reviews whether a change management process was followed properly for any network changes. If a network change might be suspicious, the NOC would work closely with the SOC to triage and assist where needed in the incident response process.

Security engineers can have a multitude of responsibilities. First, they can assist with creating detections and alerts for analysts. Next, they work heavily on the concept of “trust but verify.” This means that you trust employees with the best of intentions, but review configurations to ensure that they are secure. One common example is that when testing in a development environment, it’s very easy to stand up a new Amazon Elastic Cloud Computer (EC2) instance or create a new security group and in the interest of time, leave its firewall rules wide open to the internet. A security engineer would ideally have alerts set up to trigger when a new overly permissive group is stood up and work with that initial person to restrict the group as needed for the project.

Red team operators similarly can be their own team and work closely with security engineers and the SOC or fully be part of the SOC. Red team engineers or operators typically work on offensive operations tasks such as penetration testing, purple team testing, and assisting with trust-but-verify. The penetration testing responsibility and purple teaming go hand in hand. A purple team exercise is where a penetration test is being conducted via a set of pre-specified use cases, and the SOC analysts are notified when the testing is going to begin, its status, and so on. That way, it is a collaborative effort to test out any detections and coverage and provide an opportunity to improve.

Managers of sub-teams or of the SOC, or really any leadership role as part of the overall SOC, needs to be unique. They of course must handle administrative tasks, such as capturing metrics, creating reports, and personnel management, but they also must have a strong technical background to be effective. They must plan out a roadmap that addresses the risk of the organization, allows the team to grow and follow a scalable model, while also supporting the team members. To provide for proper growth and planning, the managers should be able to project the next 6 months of roadmaps. I recommend planning out no more than 60% of your time for projects depending on the role, to account for interrupts such as incidents or unforeseen complications and be flexible in the amount of work or types of projects projected to allow for necessary pivots.

SOC environments clearly have many varying roles and responsibilities, which really depend on the specifics of your organization and environment. You should identify the expected responsibilities of your SOC and ensure that you have enough personnel with the correct skill set or potentially provide training to develop the needed skill sets to fill any role. For scaling purposes, I typically try to add one SOC analyst and one security engineer per 500 employees, 1 NOC analyst per 5,000 network assets, 1–3 total red team engineers, 1 threat intelligence analyst for every 1,000 employees, 1 manager for every 5–10 SOC employees, and a senior manager or director as needed. Of course, this is just a general rule of thumb and can be tweaked to meet your needs.

SOC coverage

Expanding coverage and using your data effectively is critically important to any SOC’s ability to carry out its responsibilities. With a lack of coverage or visibility, the SOC will have nothing to monitor or detect, and your organization will have a significantly higher risk level because of it. That’s why it is an important factor within a SOC to determine the current level of coverage, where the gaps are, how to prioritize the gaps, and how to fill those gaps by increasing coverage.

The first stage is to determine what level of coverage you currently have. Regardless of whether your organization is a newer SOC or a more established one, I make it a point to baseline coverage before making any other roadmap decisions. To do so, I take note of all data sources that are being ingested into whatever security information event management (SIEM) is in use, such as Splunk or ELK, and I write down and organize all alerts by function. In addition to this, I review or create a risk registry that categorizes the highest risks that face the organization and, if time permits, conduct a purple team exercise. As explained in the SOC environment responsibilities section for a red team engineer role, and will be further explained in future chapters, a purple team exercise is a joint project where offensive operations are carried out to test the visibility and efficiency of alerts in place. This can also be useful in proving the negative, which means proving that attacks can be conducted without any visibility, which helps push the importance of increasing coverage.

After you have determined where the gaps are, you need to prioritize them and create a plan on how to fix them. One of the strategies for prioritizing is to list out the types of logs and visibility each missing source would give. For example, if you are not capturing logs from your organization’s Virtual Private Network (VPN), and it’s a remote work environment, then you have limited visibility into User browsing logs. You would then write out the risks or potential attacks that could be discovered with those logs and write down any mitigations. For example, while you might not capture user browsing logs but capture endpoint detection and response logs, you’ll still have some visibility into the applications used, and downloads, so that might lower the risk of not capturing those initial logs. Another strategy is after writing down the missing sources and suspected size of the logs, to prioritize them based on an effort to ingest them. For example, if you can download an app on your SIEM, utilize an API key and creds, and everything is managed in-house, then as long as the size of the logs isn’t the problem, you should be able to easily configure the new ingest. I typically recommend picking a mix of harder-to-implement logs to start the process for ingest while also implementing a few that are considered a quick win. Another way to prioritize coverage gaps is based on what you are prepared to write detections for or base it on team expertise. That way, you know whatever source of data that gets added will immediately be used to increase coverage because, in theory, you don’t want to waste licensing space, time, or money if you can’t take advantage of the additional coverage.

Filling any coverage gaps after prioritization can be done by expanding your ingest license for your current SIEM tool or using a data lake to capture additional logs without ingest in your SIEM tool. Therefore, you’ll still be able to run analytics and only ingest absolutely necessary data within your SIEM tool. Expanding your resources and current license seems like the simplest path, but a common issue with that path is that it can be cost-prohibitive. That’s where other solutions such as log tiering or using a data lake come into play. By implementing a different technical solution, such as a data lake through providers such as Snowflake, you are able to have logs transferred and collected in a centralized location, and then run analytics over those logs, and only ingest detections on a subset of the logs. That way, you have the coverage, but your ingest costs are lower. One of the downsides to this approach is that you need to implement a new technical implementation, connectors, and so on, and that, of course, has its own costs associated with it. Of course, any approach that is taken to fill a coverage gap is reliant on proper cross-team collaboration.

Coverage is always an ongoing battle as your company grows and gains capabilities. It’s important to regularly evaluate your coverage for improvements and to document any gaps, as this will help your SOC team mature. As mentioned, there are multiple ways to evaluate coverage and identify gaps, which will allow you to make an action plan for how to remediate those gaps.

SOC cross-team collaboration

“Alone we can do so little; together we can do so much” – Helen Keller.

This quote applies to the SOC environment as much as it does to most of life. One of the key functions that the SOC needs to be involved in will be promoting cross-team collaboration. This can be applied to all individual teams and functions of SOCs. For example, an analyst might triage an alert about suspicious DNS calls. While they can speculate on whether it’s DNS poisoning or a possible misconfiguration, they really need to reach out and work with a networking team to be able to fully triage and get to the root cause of what caused that alert. Similarly, in a trust-but-verify role, a cloud security engineer in the SOC would need to work with the infrastructure team, or potential development operations teams, which will be the ones standing up the initial cloud resources.

One of the key responsibilities of the SOC is “trust but verify,” and that relies on the principle of least privilege. The reasoning is that you want someone independent of the change to have the ability to validate the security behind it, so there is a lack of conflict of interest. In general, you would want security implemented by design, and the SOC or subsequent teams should coordinate to discuss security implementations prior to implementing any changes, which would shorten the validation period.

Other responsibilities, such as purple teaming exercises, are an inherently collaborative effort because they require multiple personnel of different roles to work together. As mentioned in the previous section, they primarily require a red team engineer to work collaboratively with other teams. We’ll also cover purple team exercises in depth in future chapters. Similarly, incident response efforts regularly require cross-team collaboration work in the mitigation stages. The reason is that in the case of a distributed denial-of-service (DDoS) attack, the SOC team might not be the one to implement firewall rule changes; they might have to work with a network engineer to implement changes. Or if the SOC works in an engineering environment, they might have to work with the respective engineering teams to implement CAPTCHAs, restrict logins, and so on.

There are many cases where the SOC is only able to conduct their work through effective cross-team collaboration. That effort provides a more security-informed workforce, and while issues might arise due to differing opinions on technical implementations, restraints, or even personalities, it’s critical that the lines of communication remain open and that all teams continue to work together.

Cross-team collaboration is critical for any team, but especially for a SOC. The reason is that the SOC must work with time-sensitive and potentially damaging incidents and data. The SOC is also responsible for maturing the security posture of the organization and ensuring that the principle of least privilege is in place; that can only be accomplished through cross-team collaboration. There are many times when a suspected incident turns out to be a misconfiguration, and by reaching out to other teams such as a network engineering team, your SOC will be more efficient and have the ability to triage more alerts.

Summary

To summarize, no two SOCs will ever be the same, and this can be inherently complex at first. Once you break it down and identify the needs of the organization, you will be able to determine what roles are needed and what the minimum size for your SOC is so that you can scale appropriately. Once you have at least some of the roles in place, you must evaluate your coverage so that you can identify your coverage gaps, and what the risks are for your organization. From there, you can remediate those gaps and risks through increased logging, increased detection engineering, or making technical changes. The increase in coverage is typically only accomplished through cross-team collaboration, which also makes the SOC team more efficient and ensures that proper access controls such as the principle of least privilege remain in place.

In the next chapter, we’ll take a deeper look at identifying risks through creating a risk registry, making a test plan, and conducting a purple team exercise, and hear from an industry analyst about common gaps and shortfalls. All of this will involve practical information, which you will be able to implement in your SOC environment to help increase your organization’s security maturity.

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Key benefits

  • Understand Cloud, Windows, and Network ATT&CK Framework using different techniques
  • Assess the attack potential and implement frameworks aligned with Mitre ATT&CK
  • Address security gaps to detect and respond to all security threats

Description

The Mitre ATT&CK framework is an extraordinary resource for all SOC environments, however, determining the appropriate implementation techniques for different use cases can be a daunting task. This book will help you gain an understanding of the current state of your SOC, identify areas for improvement, and then fill the security gaps with appropriate parts of the ATT&CK framework. You’ll learn new techniques to tackle modern security threats and gain tools and knowledge to advance in your career. In this book, you’ll first learn to identify the strengths and weaknesses of your SOC environment, and how ATT&CK can help you improve it. Next, you’ll explore how to implement the framework and use it to fill any security gaps you’ve identified, expediting the process without the need for any external or extra resources. Finally, you’ll get a glimpse into the world of active SOC managers and practitioners using the ATT&CK framework, unlocking their expertise, cautionary tales, best practices, and ways to continuously improve. By the end of this book, you’ll be ready to assess your SOC environment, implement the ATT&CK framework, and advance in your security career.

Who is this book for?

This book is for SOC managers, security analysts, CISOs, security engineers, or security consultants looking to improve their organization's security posture. Basic knowledge of Mitre ATT&CK, as well as a deep understanding of triage and detections is a must.

What you will learn

  • Get a deeper understanding of the Mitre ATT&CK Framework
  • Avoid common implementation mistakes and provide maximum value
  • Create efficient detections to align with the framework
  • Implement continuous improvements on detections and review ATT&CK mapping
  • Discover how to optimize SOC environments with automation
  • Review different threat models and their use cases

Product Details

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Publication date : May 19, 2023
Length: 192 pages
Edition : 1st
Language : English
ISBN-13 : 9781804614266
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Table of Contents

17 Chapters
Part 1 – The Basics: SOC and ATT&CK, Two Worlds in a Delicate Balance Chevron down icon Chevron up icon
Chapter 1: SOC Basics – Structure, Personnel, Coverage, and Tools Chevron down icon Chevron up icon
Chapter 2: Analyzing Your Environment for Potential Pitfalls Chevron down icon Chevron up icon
Chapter 3: Reviewing Different Threat Models Chevron down icon Chevron up icon
Chapter 4: What Is the ATT&CK Framework? Chevron down icon Chevron up icon
Part 2 – Detection Improvements and Alignment with ATT&CK Chevron down icon Chevron up icon
Chapter 5: A Deep Dive into the ATT&CK Framework Chevron down icon Chevron up icon
Chapter 6: Strategies to Map to ATT&CK Chevron down icon Chevron up icon
Chapter 7: Common Mistakes with Implementation Chevron down icon Chevron up icon
Chapter 8: Return on Investment Detections Chevron down icon Chevron up icon
Part 3 – Continuous Improvement and Innovation Chevron down icon Chevron up icon
Chapter 9: What Happens After an Alert is Triggered? Chevron down icon Chevron up icon
Chapter 10: Validating Any Mappings and Detections Chevron down icon Chevron up icon
Chapter 11: Implementing ATT&CK in All Parts of Your SOC Chevron down icon Chevron up icon
Chapter 12: What’s Next? Areas for Innovation in Your SOC Chevron down icon Chevron up icon
Index Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

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GUNDERSTONE Jun 08, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
"Aligning Security Operations with the MITRE ATT&CK Framework" is an excellent source of information for anyone looking to improve their organization's security posture. The book is written by Rebecca Blair, an experienced cybersecurity professional, and reviewed by Allen Ramsay, who has specialized in network defense and alert triage."Aligning Security Operations with the MITRE ATT&CK Framework" is aimed at cybersecurity professionals interested in or working in SOC operations and those who want to learn about the MITRE ATT&CK framework. It connects all the information between theory and practice with examples, implementations, and detections. The book covers three main topics: The Basics, Detection Improvements and Alignment with ATT&CK, and Continuous Improvement and Innovation. This book's practical approach to setting up your environment and applying the MITRE ATT&CK framework sets this book apart. It suits security professionals of all levels and covers compliance, purple team exercises, threat hunting, and more. It can help build new security programs or assess the maturity of existing ones.A key strength of this book is its comprehensive coverage of the MITRE ATT&CK Framework. The authors skillfully explain the framework, its significance, and how it can enhance security operations. The author also provides practical guidance on how to align your security operations with the framework, including best practices for building a SOC, threat intelligence, incident response, vulnerability management, network security monitoring, EDR solutions, threat hunting, and metrics and reporting.Another strength of this book is its clear and concise writing style. The author skillfully simplifies complex ideas into easy-to-follow, practical steps for the readers. They also provide real-world examples and case studies to illustrate their points and make the material more relatable.The book incorporates a well-structured and user-friendly layout. Every chapter progressively builds upon the prior one, offering an all-inclusive guide for aligning your security operations with the MITRE ATT&CK Framework. The chapters are clearly labeled and include summaries at the end to reinforce critical takeaways.Overall, "Aligning Security Operations with the MITRE ATT&CK Framework" is an excellent resource for anyone looking to improve their organization's security posture. The author provides sound practical guidance on how to align your security operations with the framework clearly and concisely. The book is well-structured and has a user-friendly layout, making it a valuable reference for cybersecurity professionals at all levels.The writing style of the material and the content level assumes some amount of familiarity with cybersecurity concepts. Throughout the book, the author excels in explaining key terms and concepts. Readers entirely new to cybersecurity may find some of the material challenging. However, this is a minor issue and should not detract from the book's overall value to those just getting started or newly exposed to the study area."Aligning Security Operations with the MITRE ATT&CK Framework" is an exceptional resource for anyone looking to improve their organization's security posture. The authors present practical guidance on how to align your security operations with the framework clearly and concisely. The book is easy to navigate, making it a valuable reference for cybersecurity professionals at all levels.
Amazon Verified review Amazon
Michael Crane Jul 01, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This book was very well written and clear. A previous review had mentioned it aligns much like a college book, it does. Very easy to follow and understand. The author brings up modern cloud TTPs and what the mean. As well as I was shocked and pleased to see how she covered auditing from a STIG point of view. This is a key point because majority of of MITRE attacks would cease if only the org was hardened and documented their weak spots. Going to use this book to help train my folks. Thank you.
Amazon Verified review Amazon
Brandon Lachterman Jul 03, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
As my title says, this is a MUST for anyone interested or working in security, whether on th e attack or defense side. Excellent read.
Amazon Verified review Amazon
Art May 19, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
There were a lot of things I loved about this book -- but more than anything I wished I had read this book before I took my CISSP exam!Rebecca does an amazing job breaking down the realities of day-to-day work in a SOC, covering both the people and their typical responsibilities. The breakdown of various threat models would really have helped me to study for those specific sections of the CISSP!As someone who does not work directly in the SOC, this book taught me a ton about policies and procedures. Chapter 7 (Common Mistakes with Implementation) was also very enlightening! I'm really excited to talk to my security team about some of these techniques!Great book, highly recommend to anyone in InfoSec!
Amazon Verified review Amazon
Tyler Jul 10, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This is an excellent book that helps provide a foundational understanding of risk frameworks. This book shows how to operationalize these frameworks by using the MITRE ATT&CK framework. Using this book, you can map your defenses to the attack lifecycle and identify gaps in your security posture. Most importantly, using the language in this book, you can articulate the need to do this at a digestible level to leadership. I highly recommend this book to anyone who wants an understanding of how to utilize the MITRE ATT&CK framework to ensure coverage over the key risks your organization faces.
Amazon Verified review Amazon
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Credits can be earned from reading 40 section of any title within the payment cycle - a month starting from the day of subscription payment. You also earn a Credit every month if you subscribe to our annual or 18 month plans. Credits can be used to buy books DRM free, the same way that you would pay for a book. Your credits can be found in the subscription homepage - subscription.packtpub.com - clicking on ‘the my’ library dropdown and selecting ‘credits’.

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Projects are rarely cancelled, but sometimes it's unavoidable. If an Early Access course is cancelled or excessively delayed, you can exchange your purchase for another course. For further details, please contact us here.

Where can I send feedback about an Early Access title? Chevron down icon Chevron up icon

If you have any feedback about the product you're reading, or Early Access in general, then please fill out a contact form here and we'll make sure the feedback gets to the right team. 

Can I download the code files for Early Access titles? Chevron down icon Chevron up icon

We try to ensure that all books in Early Access have code available to use, download, and fork on GitHub. This helps us be more agile in the development of the book, and helps keep the often changing code base of new versions and new technologies as up to date as possible. Unfortunately, however, there will be rare cases when it is not possible for us to have downloadable code samples available until publication.

When we publish the book, the code files will also be available to download from the Packt website.

How accurate is the publication date? Chevron down icon Chevron up icon

The publication date is as accurate as we can be at any point in the project. Unfortunately, delays can happen. Often those delays are out of our control, such as changes to the technology code base or delays in the tech release. We do our best to give you an accurate estimate of the publication date at any given time, and as more chapters are delivered, the more accurate the delivery date will become.

How will I know when new chapters are ready? Chevron down icon Chevron up icon

We'll let you know every time there has been an update to a course that you've bought in Early Access. You'll get an email to let you know there has been a new chapter, or a change to a previous chapter. The new chapters are automatically added to your account, so you can also check back there any time you're ready and download or read them online.

I am a Packt subscriber, do I get Early Access? Chevron down icon Chevron up icon

Yes, all Early Access content is fully available through your subscription. You will need to have a paid for or active trial subscription in order to access all titles.

How is Early Access delivered? Chevron down icon Chevron up icon

Early Access is currently only available as a PDF or through our online reader. As we make changes or add new chapters, the files in your Packt account will be updated so you can download them again or view them online immediately.

How do I buy Early Access content? Chevron down icon Chevron up icon

Early Access is a way of us getting our content to you quicker, but the method of buying the Early Access course is still the same. Just find the course you want to buy, go through the check-out steps, and you’ll get a confirmation email from us with information and a link to the relevant Early Access courses.

What is Early Access? Chevron down icon Chevron up icon

Keeping up to date with the latest technology is difficult; new versions, new frameworks, new techniques. This feature gives you a head-start to our content, as it's being created. With Early Access you'll receive each chapter as it's written, and get regular updates throughout the product's development, as well as the final course as soon as it's ready.We created Early Access as a means of giving you the information you need, as soon as it's available. As we go through the process of developing a course, 99% of it can be ready but we can't publish until that last 1% falls in to place. Early Access helps to unlock the potential of our content early, to help you start your learning when you need it most. You not only get access to every chapter as it's delivered, edited, and updated, but you'll also get the finalized, DRM-free product to download in any format you want when it's published. As a member of Packt, you'll also be eligible for our exclusive offers, including a free course every day, and discounts on new and popular titles.