Master The DSA Interview [Part 17] - How To Pass FAANG DSA Rounds

Why is it so hard to break into FAANG? Well, it's because FAANG tends to push engineers far harder on data structures and interviews problems. This lesson teaches you:

- The score spectrum FAANG interviewers use to grade candidate
- What it means to get a "Yes" vote on a data structures and algorithms round
- What it means to get a "Strong Yes" vote on a data structures and algorithms round (very important when the market is bad)
- What a strong passing data structures and algorithms interview performance looks like, explained with an in-depth example

Do This To Get Maximum Value From Your Manager 1 on 1s

The manager 1 on 1 meeting is arguably the most sacred and high-leverage time you have in your career. Make sure you don't waste it by stumbling in with 0 preparation.

Here are the core points from the video:
- **Come in with a plan** - In your running meeting notes doc, write down the agenda beforehand with discussion points ordered by priority. Not only does this make your meeting more effective, it improves the perception of you from your manager's eyes as it shows that you're being more respectful of their time and you're more serious about your own growth and productivity.
- **Alert your manager of the plan 24+ hours beforehand** - This allows them to "pre-compute" the best responses to your meeting topics, so they don't get caught like a deer in the headlights with the trickier ones. It also makes it harder for your manager to cancel, especially when you have deeper, more important topics on the agenda.

Related resources:
- [[Taro Top 10] Software Engineer To Engineering Manager (IC -> M Track)](https://www.jointaro.com/playlist/oz0mnJvHHgM8NfVF7rgp/)
- [[Masterclass] What Software Engineers Should Look For In Their Engineering Manager](https://www.jointaro.com/lesson/oeY7ncZhzJ5NO6dij5e7/masterclass-what-software-engineers-should-look-for-in-their-engineering-manager/)

What To Do If Your Manager Keeps Canceling Your 1 on 1s

Your manager keeps canceling your 1 on 1s due to a perceived lack of discussion topics, even though you always have a lot to talk about. What do you do?

Your manager cancels your upcoming 1 on 1 meeting due to an unexpected, new fire that they have to deal with. However, you have a lot of important issues to talk about. What do you do?

Proactively managing recurring one-on-ones is crucial, especially given the inherent power and time imbalance between managers and their direct reports.

- **Acknowledge the power dynamic**: Managers are often busier and have more reports, which can lead to frequent cancellations. Recognizing this helps frame a constructive response.
- **Use a shared running doc**: If a meeting is about to be canceled due to “nothing to talk about,” reference specific bullet points in a shared one-on-one document to demonstrate the agenda and keep the meeting on the calendar.
- **Reschedule thoughtfully**: When a cancellation is due to emergencies or time constraints, acknowledge the situation but follow up by proposing specific alternative time slots based on their availability.
- **Reduce their friction**: Make it easy for the manager to say yes by combining two key tactics—propose a concrete reschedule and provide the meeting agenda in advance.
- **Leverage career growth principles**: Just like with asking for support or promotions, simplifying the decision-making for your manager increases the chances of success and strengthens your working relationship.

How To Recover After You've Been Laid Off In The Tech Industry

Steven Zhang and Chris Talley are 2 incredible software engineers who have worked at Airtable, Airbnb, Meta, and more between them. They have advised hundreds of engineers who have been laid off about how to recover, and this session shares that wisdom.

Here are the core points from the video:
- **Don't blame yourself** - Getting laid off is very different from being fired. Layoffs are purposely random and made with very limited information - It is not your fault that you got cut. Being part of a layoff has no indication towards your ability as an engineer or your quality as a person. *As long as you did your best at the company and treated others well, you should be proud.*
- **Figure out your severance** - Make sure the amount and time period you're kept on payroll are correct; the latter is especially important if you're on a visa. If you have the resources, you can get a lawyer to look over it. After you figure out the package timeline, file for unemployment benefits accordingly - California in particular is pretty generous with unemployment pay. These packages can be negotiated as well: [Laid Off? Here's How to Negotiate Your Severance Package](https://www.teamrora.com/post/how-to-negotiate-severance-package-when-laid-off)
- **Organize** - If you were laid off from a Big Tech company in particular, there's a very good chance that it has an alumni community: Join it! If your company doesn't have an alumni community, make one. Communities are great for sharing resources and boosting your mental state by interacting with others in a high-solidarity environment. You can find a list of company alumni communities here: [WARNTracker - Tech Company Alumni Communities](https://www.warntracker.com/blog/company-alumni-communities)

Here's the case study Steven did about his legendary interview run in 2019: [[Case Study] How To Land 18 FAANG+ Offers With Steven Zhang (Airtable, USDR, Tableau)](https://www.jointaro.com/lesson/gGkO4pLeFq1ctRM9tSBF/case-study-how-to-land-18-faang-offers-with-steven-zhang-airtable-usdr-tableau/)

Connect with Steven and Chris on LinkedIn:
- [Steven Zhang](https://www.linkedin.com/in/stevenqzhang/)
- [Chris Talley](https://www.linkedin.com/in/christophertalley/)

Steven's and Chris's businesses + side projects:
- [WARNTracker.com](https://www.warntracker.com/) - Learn more layoff trends and find helpful resources
- [ClimateTechList.com](https://www.climatetechlist.com/)- Find jobs at companies that are meaningfully tackling climate change
- [RationalRiches.com](https://rationalriches.com/) - Free tools for real estate investors

For more resources on layoffs:
- [[Masterclass] How To Survive Tech Industry Layoffs](https://www.jointaro.com/lesson/axnVXYox5QeOneqcoyuH/masterclass-how-to-survive-tech-industry-layoffs/)
- ["What are the signs of an impending layoff in an organisation that can help an employee prepare themselves better?"](https://www.jointaro.com/question/tNOO9FtALQIRrUXSqzV1/what-are-the-signs-of-an-impending-layoff-in-an-organisation-that-can-help-an-employee-prepare-themselves-better/)
- ["How to survive potential layoffs?"](https://www.jointaro.com/question/ydZFpJz0x8wKUIfd8E1r/how-to-survive-potential-layoffs/)

How To Be An Effective Tech Lead [Part 17] - Go Deeper: Follow Through

Congratulations on making it to the final lesson of the course! This lesson teaches you:

- The key takeaways of being an effective tech lead
- Technical items you can take on to start being a better tech lead
- Leadership items you can take on to start being a better tech lead

For further support, start career discussions in the Taro forum to get top-tier advice: <https://www.jointaro.com/questions/create/>

You can also go deeper with our related courses:

- [\[Course\] Level Up Your Code Quality As A Software Engineer](https://www.jointaro.com/course/level-up-your-code-quality-as-a-software-engineer/)
- [\[Course\] System Design Masterclass: Shipping Real Features To Production](https://www.jointaro.com/course/frontend-system-design-masterclass-building-playlists/)
- [\[Course\] Effective Communication For Engineers](https://www.jointaro.com/course/effective-communication-for-engineers/)
- [\[Course\] Nail Your Promotion As A Software Engineer](https://www.jointaro.com/course/nail-your-promotion-as-a-software-engineer/)

Become An Engineer Influencer [Part 3] - Strategy #1: Catering to Your Strength

Write A Stellar Resume As A Software Engineer [Part 18] - Non-Technical Experience

A lot of software engineers don't have a Computer Science degree and switched into software from a non-technical background. So how can those engineers succeed with their resume? This lesson teaches you:

- What transferable skills are
- How to best frame your non-technical experience on an engineering resume, broken down with an in-depth example

A Simple Trick To Make Your Meetings More Efficient

What can you do before a meeting to empower it to achieve more outcomes?

You write down an agenda for your upcoming meeting, and you realize that it is incredibly rich and complex. What else can you do to level up the meeting?

Preparing and sharing an agenda before meetings—especially manager one-on-ones—leads to more thoughtful discussions and better outcomes.

- **Pre-fill the meeting agenda early**: Add discussion topics at least a day in advance to give others time to prepare.
- **Proactively notify participants**: Ping the other attendees to let them know the agenda is ready and encourage them to review it before the meeting.
- **Avoid putting others on the spot**: Sharing discussion points beforehand prevents “deer in the headlights” moments where participants may not be ready to respond thoughtfully.
- **Encourage richer conversation**: When participants have time to reflect, meetings become more action-oriented and less reactive.

Negotiation Course: Negotiating With A Single Offer

It is possible to negotiate with a single offer, but you are in a weaker position here since you don’t have as much leverage.

- Use "market data" to justify a higher pay, and talk about how your experience and background should justify being on the top end of that range.
- Talk about the ***potential*** of other opportunities that you could pursue but you choose not to for the sake of expediency and the fact that you like this job. "*I could get another offer, but I don't want to if I you can give me a competitive offer.*"

Two scenarios to consider:

1. If you’re currently employed, use that to your advantage. Pretend that you like your current job (maybe you actually do!) and that you have to be "pried away". Talk about what you're leaving on the table, e.g. unvested equity or bonus payouts.
2. The **Close the Deal** tactic is nice here. "For an extra $10k, you can snatch me away instantly."

The First Step Of Debugging - Reproducing The Issue

The first thing you need to do when you get a bug is to see it happen with your very own eyes. From there, you can execute the steps necessary to identify the root cause and fix the bug. However, a lot of engineers aren't diligent enough when they try to get the repro.

This video is a clip from our debugging masterclass. You can watch it here: [[Masterclass] How To Become A Debugging Master And Fix Issues Faster](https://www.jointaro.com/lesson/ioR6WzamAIUTpySLAr7o/masterclass-how-to-become-a-debugging-master-and-fix-issues-faster/)

Related resources:
- [[Case Study] Revamping Oncall For 20 Instagram Engineers - Senior to Staff Project](https://www.jointaro.com/lesson/esVxIGXYC5BdgxXUkO6H/case-study-revamping-oncall-for-20-instagram-engineers-senior-to-staff-project/)
- [[Case Study] Solving A Multi-Million $$ Instagram Bug](https://www.jointaro.com/lesson/WYk4J05iBqOuPtD0CYKX/case-study-solving-a-multi-million-dollardollar-instagram-bug/)
- ["How can I become more independent and better at unblocking myself with tricky technical issues?"](https://www.jointaro.com/question/QhqQQGrDgFjZbqohpKe0/how-can-i-become-more-independent-and-better-at-unblocking-myself-with-tricky-technical-issues/)

Master The Behavioral Interview [Part 23] - Just Be A Human

Behavioral interviews are really just an exercise in communication (a skill many software engineers struggle with). This lesson teaches you:

- The difference between being an introvert (this is fine) and shy (this is really bad for your career in tech)
- The right mindset to have when it comes to building relationships and the underlying skills necessary to ace behavioral interviews
- The secret behind getting extremely good at communication

To get better at communication, check out our course: [\[Course\] Effective Communication For Engineers](https://www.jointaro.com/course/effective-communication-for-engineers/)

Break Into Tech And Become A Software Engineer [Part 7] - The 6 Steps For A Great Side Project

In this lesson, Brian walks through six key steps for creating a meaningful and impactful side project that builds skills, credibility, and even potential business opportunities.

Brian's ["Side Project Template" Google Doc](https://docs.google.com/document/d/1H508NN2HCnnKmkRMgCg3pj_mXr3i8x3Np0jS6w4xzCs/edit#heading=h.cueymdkrqyb1).

This lesson covers:

- Starting with data or APIs to ensure your project is feasible and solves a real problem you care about
- Choosing the right front-end and back-end stack that balances familiar and new technologies while focusing on full-stack development
- Structuring your project with clear user flows, a deployment strategy, and involving real users for feedback, making your project more impressive and valuable in interviews

If you need extra help breaking into tech, join Brian's exclusive, cohort-based bootcamp (just 10 students per batch). Use this special link for $800 off: <https://www.parsity.io/taro>

Connect with Brian on LinkedIn: <https://www.linkedin.com/in/brianjenney/>

Entry-Level Engineer (L3) Describes Most Important Skill - Uriel Sejas

Uriel is a new grad engineer at Slack.

- Most important skill: understand and follow patterns in the codebase. There's likely a well-defined template or approach you can follow to complete your work. 
- Advice: take time to connect with other engineers. An engineer on a different team (build system or UI framework) can share something that otherwise would have taken hours/days to figure out.

Here's the full playlist asking engineers what the most important skill is for their level: [Asking 7 Levels Of Engineers The Most Important Skill](https://www.jointaro.com/playlist/J9Io5lDGaYUpI8vGrUyI/)

Helpful links:
- [[Masterclass] How To Write Better Code Faster As A Software Engineer](https://www.jointaro.com/lesson/iYpRj8XfyzCSaTYnce3y/masterclass-how-to-write-better-code-faster-as-a-software-engineer/)
- [How Neetcode Got Promoted From L3 to L4 (Mid-Level) Engineer At Google - Tips + Insights](https://www.jointaro.com/lesson/mP1jyI09NsCHDsi5yTEX/how-neetcode-got-promoted-from-l3-to-l4-mid-level-engineer-at-google-tips-insights/)
- Taro's top 10 to get promoted from [entry-level to mid-level engineer](https://www.jointaro.com/playlist/iBKHYpkjd0BRWWLKQG2j/)
- Taro's top 10 to get promoted from [mid-level to senior engineer](https://www.jointaro.com/playlist/AUMiBTvYUv0gcOzuu26V/)
- [Uriel on LinkedIn](https://www.linkedin.com/in/uriel-sejas/)

You tried to be clear. They heard threat.

The words were fine.\
The logic was solid.\
The delivery? Unclear. At least to them.

This is the story of feedback that missed—badly—and why it had nothing to do with the message.\
You’ll walk into a moment that cost more than expected… and learn why it’s so common.

**Want to go deeper?**

- Explore more tools and courses at [**Taha’s Method**](https://www.tahasmethod.com/) — from interview prep to leadership development.

- Follow me on [**LinkedIn**](https://www.linkedin.com/in/tahahussain/) and subscribe to my weekly newsletter, [**The Conscious Leader**](https://tahahussain.substack.com/), for more lessons like these. 

- **Taro members get 30% off** my flagship course [**Top Tech Leader**](https://bit.ly/tarotopleader)*. Discount available later in the course.*

Ace Your Tech Interview As A Software Engineer [Part 36] - Getting Interview Feedback

The best way to get better at software engineer interviews is to fail a bunch of software engineer interviews. But how exactly do we do that? This lesson teaches you: 

- Why you're probably not getting feedback from the company after you have failed their interview
- What you should do instead after an interview to maximize the learning that you get from the experience

Part 2 [RBP] Derive State When Possible

This lesson focuses on optimizing React state management for better performance and code organization.

- **Deriving State:** Learn how to calculate and derive state values directly within your component instead of storing redundant data, leading to more efficient and maintainable code.

- **Avoiding Unnecessary Re-renders:** Understand the impact of state changes on component re-renders and discover techniques to minimize them, such as using `useMemo` for expensive calculations.

- **Improving Code Clarity:** Explore how to simplify your state logic and reduce complexity by deriving state and avoiding unnecessary `useEffect` calls.

- Florian’s free web development playlist on YouTube: <https://www.youtube.com/playlist?list=PLrnPJCHvNZuDG6BWjUFVxeWyYlve_SVJO>

- Code link: <https://github.com/codinginflow/react-best-practices/blob/derive-state/src/app/page.tsx>

[Distributed Systems Deep Dive] Wide-column NoSQL DB / Cassandra

If you're interested in how to design a wide-column NoSQL database, this session is for you. We'll start with the basics: what Cassandra is and why it's a popular choice for handling massive amounts of data. Expect a clear explanation of its architecture and how it spreads data across multiple servers. We'll cover how Cassandra keeps your data in sync and the trade-offs you might face.

- **Cassandra Basics:** Learn what Cassandra is made for and when it's better than other database options.

- **Architecture Overview:** Understand Cassandra's setup and how it's built for horizontal scaling.

- **Data Duplication:** Find out how Cassandra copies data to protect against outages.

- **Consistency Levels:** See how you can control consistency in Cassandra to fit your use case.

- **Writes and Reads:** Get into the details of how Cassandra handles your data when you're adding or retrieving it.

- **Node Communication:** Discover how Cassandra's nodes talk to each other to stay up to date.

- **Space Management:** Take a look at how Cassandra keeps disk space in check by getting rid of unnecessary data.

- **Dealing with Deletions:** Understand how Cassandra handles the cleanup of deleted records.

Thanks to [Alex Poon](https://www.linkedin.com/in/thealexpoon/) for leading this session!

For more system design resources:

- [\[Masterclass\] How To Ace Your Big Tech Interview - System Design](https://www.jointaro.com/lesson/J3I9fTW9ulr6T9KjxpqY/masterclass-how-to-ace-your-big-tech-interview-system-design/)
- [\[Course\] Frontend System Design Masterclass - Building Playlists](https://www.jointaro.com/course/frontend-system-design-masterclass-building-playlists/)

Job Switching Is Great For Pay But With Major Caveats

This video segment explores **job switching as a strategy to increase compensation**, acknowledging its significant financial benefits while outlining important limitations. It offers a balanced view of when and how to leverage this option effectively within a career in tech.

- **Job switching can deliver major pay increases**, especially when moving from lower-paying companies to top-tier tech firms like Facebook, Google, or Airbnb. Offers from these companies often represent a different compensation tier altogether.
- **The current tech market is highly competitive**, driven by remote work and talent shortages, which makes switching jobs particularly lucrative for engineers not already paid at “top of market” rates.
- **However, job switching comes with diminishing returns**. Frequent transitions (e.g., every 6–12 months) can raise red flags for recruiters due to high costs of hiring and onboarding, making a two-year tenure the informal minimum standard.
- **Banding limits how much pay can increase** through switching if already working at top-tier firms. For example, a mid-level engineer will only be offered a similarly banded role and compensation elsewhere.
- **Job switching doesn’t contribute to actual growth as an engineer**. Preparing for interviews (e.g., Leetcode) is time-consuming and doesn’t improve the long-term skills needed to succeed or progress to leadership roles like principal engineer.

DSA Crash Course [Part 45] - Tree Includes Approach

In this lesson, Alvin explores the strategy to solving the following interview problem:

> Write a function, *tree_includes*, that takes in the root of a binary tree and a target value. The function should return a boolean indicating whether or not the value is contained in the tree.

```
a = Node("a")
b = Node("b")
c = Node("c")
d = Node("d")
e = Node("e")
f = Node("f")
a.left = b
a.right = c
b.left = d
b.right = e
c.right = f

#      a
#    /   \
#   b     c
#  / \     \
# d   e     f

tree_includes(a, "e") # -> True
```

```
a = Node("a")
b = Node("b")
c = Node("c")
d = Node("d")
e = Node("e")
f = Node("f")
a.left = b
a.right = c
b.left = d
b.right = e
c.right = f

#      a
#    /   \
#   b     c
#  / \     \
# d   e     f

tree_includes(a, "a") # -> True
```

```
a = Node("a")
b = Node("b")
c = Node("c")
d = Node("d")
e = Node("e")
f = Node("f")
a.left = b
a.right = c
b.left = d
b.right = e
c.right = f

#      a
#    /   \
#   b     c
#  / \     \
# d   e     f

tree_includes(a, "n") # -> False
```

If you need additional support taking these DSA skills and actually applying them, take [**Alvin's**](https://www.linkedin.com/in/alvin-zablan-b73a92117/) *complete* data structures and algorithms course on [**Structy**](https://structy.net/?utm_source=taro). You can try out the concepts yourself in their interactive code editor and learn advanced DSA patterns like stack exhaustive recursion.

Use [**this link to get 20% off**](https://structy.net/purchase?promo_code=taro20) the entire Structy DSA learning experience.

Follow Alvin on LinkedIn: <https://www.linkedin.com/in/alvin-zablan-b73a92117/>

Taro Book Club - The Fundamentals of Data Engineering - Chapter 3: Designing Good Data Architecture

Discussion led by [Gideon Blinick](https://www.linkedin.com/in/gideonblinick/)\
\
In this session, we'll discuss Chapter 3 (Designing Good Data Architecture) of [**"The Fundamentals Of Data Engineering"**](https://drive.google.com/file/d/1ZM6Wf-uyFjO5TXFGF8vIaVKi4XEhAeYf/view?usp=drive_link).

How do you do good Data Architecture? Wouldn’t it be great if there were principles you could follow? Well, there are! Google has 5 in their Principles for Cloud-Native Architecture. Amazon has 6 in their AWS Well-Architected Framework. But I’m here to tell you that there are 9.

This is a great chapter for those interested in System Design!

Check out #taro-bookclub in the [**Taro Premium**](https://www.jointaro.com/membership/) Slack for more details.\
\
Event link: <https://www.jointaro.com/event/taro-book-club-the-fundamentals-of-data-engineering-chapter-3-designing-good-data-architecture/>

Tech Career Growth Videos

Our instructional videos provide software engineers with insights needed for career growth. Masterclasses go incredibly in-depth on a specific tech topic while case studies are real examples from established engineering leaders.