Linux System Administrator/DevOps Interview Questions

A collection of Linux sysadmin/Devops interview questions. Feel free to contribute via pull requests, issues, or email messages.

What did you learn yesterday/this week?
- I was reading about differences types of encryption, and their usage, when use an asymmetric key or a symmetric key and what are the limits and applications of GCP when need to encrypt backups for example.
Talk about your preferred development/administration environment. (OS, Editor, Browsers, Tools, etc.)
- OS - Linux editor - Vscode Browser- chromium/firefox tools - terraform, vim, git, ZSH, ohmyzsh, Python, ansible, terminator, packer, meld, helm, kubectl, aws tools, kubetail, eksctl distro - Arch Linux environment - i3wm + lxde
Tell me about the last major Linux project you finished.
- My major project in my carrier was an e-commerce creation/migration project using opensource tools like centos, java, springcloud, mongodb, centos, rabbitmq, cassandra, kafka+zookeeper, Azure, percona-mysql, NetflixOSS (as API gateway), nodejs, took 2 years to complete, I joined since the very beginning.
Tell me about the biggest mistake you've made in [some recent time period] and how you would do it differently today. What did you learn from this experience?
- I hired someone that it's a very good engineer but has very bad social skills. This new person broke completely the team synergy and at the end the team itself. I learned that being friendly is more important than technical skills
Why we must choose you?
- I have a lot of experience, with different types of environments, I worked with all three main cloud providers ( GCP, AWS and Azure), in different size of companies. I have a huge experience scaling services, learning new technologies, automating tasks, a cool mind to troubleshoot and solve problems in critical environments. I have been working as tech lead, and product owner for SRE team.
What function does DNS play on a network?
- It's on the core for any environment, responsible to translate IP addresses into names, DNS can also provides a load balancer layer using geolocation, service discovery using SRV entry and a lot of others features, like domain ownership confirmation using TXT entries ( useful to generate SSL certs, for example )
What is HTTP?
- HTTP (hypertext transport protocol) it's a protocol that defines how messages are formated and transmitted via web, and what actions webservers and browsers should take in response of various commands.
What are HTTP status codes?
- HTTP status codes are predefined status of the task at the server
  - 1xx - represents informational responses
  - 2xx - represents succesful responses
  - 3xx - represents redirect responses
  - 4xx - represents client errors
  - 5xx - represents server errors
- The most commmons status codes are:
  - 200 Success/OK
  - 201 - CREATED - used by POST or PUT methods
  - 304 - NOT MODIFIED - used in conditional GET Request to reduce bandwitdth use
  - 400 - BAD REQUEST - This can be due to validation errors or missing input data
  - 404 - NOT FOUND - Resource method is not available
  - 500 - INTERNAL SERVER ERROR - server threw some exceptions while running the method
  - 502 - BAD GATEWAY - Server was not able to get the response from another upstream server
Describe the most common HTTP methods/verbs, and give examples:
- GET - Read only operation, used to fetch detail from the server, downloads
- POST - This method is used for the creationg of new resources on the server
- PUT - This method is used to update existing resource on the server or to replace the resource, PUT it's indepotent, and POST isn't, with PUT you can update a resource N times, but if you try with post you will create N resources. PUT can create resources.
- PATCH - Applies a partial update to a resource and doesn't create a new resource
- DELETE - This method is used to delete the resource on the server
- TRACE - Provides a loop back test along the path to the target resource providing a useful debugging mechanism.
- OPTIONS - Fetches the list of supported options of resources present on the server.
What is an HTTP proxy and how does it work?
- An HTTP proxy it's a service that forwards HTTP connections, for example a user A want's to access a server www.b.com, but for security reasons the user cannot have direct access on internet, so the user's browser will ask for the HTTP proxy to access the website, the webserver from www.b.com will receive a HTTP message from the proxy and will answer as usual, but in the http HEADER from the message will be changed by the HTTP proxy server who will add or change some headers like User-Agent, X-Forwarded-For, used a lot by companies that need to control their users Internet access.
Describe briefly how HTTPS works.
- HTTPS use the same HTTP protocol but creates a security layer(tunnel) using SSL/TLS, on top of it, this prevents anyone modify or inspect what's happening inside this tunnel and ensure the client it's communicating with the right server. The SSL handshake is established and after that all HTTP responses are send by. The SSL uses both types of encryption, symmetrical and assymetrical, first when the key exchange happens, a assymetrical encriptions is put in place to the result of the key exchange be a symmetrical encryption.
What is SMTP? Give the basic scenario of how a mail message is delivered via SMTP.
- SMTP ( Simple Mail transport protocol) works in the application layer, and uses a process called "store and forward", working close to a MTA (Mail Tranfer Agent), this MTA service sends via SMTP a package with the messages, when this message arrives at the destination, the client will use POP3/IMAP to download it.
What is RAID? What is RAID0, RAID1, RAID5, RAID10? RAID (Redundant Array of Independent Disks) it' s a data storage virtualization technology that combines multiple physical disks in one logical volume.
- RAID0 - Striping, the data is striped between 2 or more disks, improving speed but compromising availability.
- RAID1 - Mirroring, the data is mirrored between 2 or more disks, improving availability (the server could lose N - 1 disks) but compromises the speed (replication time).
- RAID5 - Blocks striped but uses distributed parity, RAID5 uses minimum 3 disks, that stripe data between them, but replicates blocks too, it's a good RAID for databases, in this scenario read operations are good, but write can be slow.
- RAID10 - It's a implementation using RAID0 + RAID1, uses 4 disks, striping data between 2 of then and mirroring this data in another 2 disks.
What is a level 0 backup? What is an incremental backup?
- Level0 backup it's a full backup (all blocks), an after a level 0 backup, we can initializes an incremental backup rotine ( only the difference between the blocks)
Describe the general file system hierarchy of a Linux system.
- / - root folder
- /etc - configuration files provided by the package manager
- /bin - binaries files
- /sbin - system binaries files (important binaries for the OS)
- /boot - Static files for boot processes ( boot loader)
- /dev - Device files
- /lib - Essential shared libraries and kernel modules
- /usr - Secundary hierarchy
- /mnt - Mounting point for temporary filesystem
- /media - Mounting point for removable media
- /opt - Add-on application software packages
- /srv - Data service provided by this system
- /tmp - Temporary files
- /var - Variable data
- /root - Root user folder
- /home - Home users folders

####[⬆] Simple Linux Questions:

What is the name and the UID of the administrator user?
- root, 0
How to list all files, including hidden ones, in a directory?
- ls -a or find .
What is the Unix/Linux command to remove a directory and its contents?
- rm -R
Which command will show you free/used memory? Does free memory exist on Linux?
- free
- Sure exists, but the Linux kernel creates file caches in ram, so when we see the output from free command, sometimes can show us that we are without memory but this memory is cached by the OS.
How to search for the string "my konfi is the best" in files of a directory recursively?
- grep -Rin "my konfi is the best" /folder
How to connect to a remote server or what is SSH?
- ssh user@server - simple way
- SSH (secure shell) it's a cryptographic network protocol, used for remote login to computer systems by users.
How to get all environment variables and how can you use them?
- env, set or printenv, will show every variable that login session, we can use setting as variables ex.: TEST=something or using export the variable will be global (can be used by all system users)
I get "command not found" when I run ifconfig -a. What can be wrong?
- your PATH variable doesn't have the full path for the ifconfig command.
What happens if I type TAB-TAB?
- It depends which program the user is trying to complete
What command will show the available disk space on the Unix/Linux system?
- df -h
What commands do you know that can be used to check DNS records?
- dig +trace
- nslookup
- whois
- host
What Unix/Linux commands will alter a files ownership, files permissions?
- chmod, chown, chattr
What does chmod +x FILENAMEdo?
- Add a execute permission to a file for all users
What does the permission 0750 on a file mean?
- Add a permission to the owner of the file write, execute and read, the group of the owner execute and read, and others do nothing
What does the permission 0750 on a directory mean?
- Add a permission to the owner of the folder, create, get access and list the directory files,for the group of the owner only enter and list the directory, and nothing for others.
- +r - User can list the files
- +w - User can create a file inside the directory
- +x - User can get into the folder
How to add a new system user without login permissions?
- useradd username -s /bin/false
How to add/remove a group from a user?
- usermod -a -G groupname username #to add a user in a new group
- usermod -G [all groups that you want the user into] username #You don't remove the user from a group, you add the user in all groups that this user is suppose to be.
- newgrp - Updates shell session with new group permissions
What is a bash alias?
- It's a shortcut for some bash command
How do you set the mail address of the root/a user?
- creating a file called .forward in the user folder
- editing the file /etc/aliases
What does CTRL-c do?
- send a SIGINT to the terminal (it's a polite kill)
What is in /etc/services?
- A mapping for services and ports, when a service call a function getportbyname() usually this function goes in this file to check.
- Example the command netstat or ss without the -n parameter
How to redirect STDOUT and STDERR in bash? (> /dev/null 2>&1)
- 1> redirect the STDOUT
- 1>> redirect the STDOUT in append mode
- 2> redirect the STDERR
- 2>> redirect the STDERR in append mode
- &> redirect both STDERR and STDOUT
- &>> redirect both STDERR and STDOUT in append mode
- 2>&1 redirect STDERR to STDOUT
What is the difference between UNIX and Linux.
- Linux it's a UNIX "clone" using the same POSIX(Portable Operating System Interface) standards, but UNIX it's a brand, has different copyrights and tools.
What is the diference between Telnet and SSH?
- SSH it's encrypted and telnet isn't.
- Telnet can ommit authentication
- SSH adds overhead to the bandwidth
Explain the three load averages and what do they indicate. What command can be used to view the load averages?
- The three load averages indicate the processor usage estimated in 1 minute, estimated in 5 minutes and 15 minutes.
- top or uptime
Can you name a lower-case letter that is not a valid option for GNU ls?
- z

####[⬆] Medium Linux Questions:

What do the following commands do and how would you use them?
tee

copies the STDOUT to a file, but continues to show the STDOUT.

awk

awk it's a programming language designed for text processing.

tr
- tr or translate, it's a command to substitute characters.
cut
- cut is a command for text processing and extracts a portion of a text
tac

tac it's a reverse cat, pritting the file bottom to up.

curl

curl or cURL is a tool to transfer data from or to a server, using one of the supported protocols. cURL can be called a CLI browser, you can use to authenticate, change the HEADER, and do a lot of stuffs with it.

wget

wget is a tool for retrieving files using HTTP, HTTPS , or FTP.

watch

Watch it's a tool that runs a specified command repeatedly and displays the result on standard output.

head
- It's a command that shows the first lines of a file, the default it's 10 lines
tail
- It's a command that shows the last lines of a file, the default it's 10 lines
What does an & after a command do?
- Makes the command run in a background sub shell, and becomes a job.
What does & disown after a command do?
- disown control jobs that are running in the system, without any paramenter or ID removes the last job on the job table.
What is a packet filter, and how does it work?
- Packet filter it's the process of passing or blocking packets at a network interface based on source and destination address, port or protocols. The packet filter examines, the header of every packet who passed through and based in the rules, ACCEPT, DROP or REJECT the packet, it's well know as firewall.
What is Virtual Memory?
- Virtual memory it's the amount of memory available for the system, physical memory + swap memory (hard disk memory).
What is swap and what is it used for?
- Swap it's a disk partition used by the Linux when the physical memory is full, if the system needs more memory resources some inactive pages are copied to swap, it was a common way to increase the computer/server memory using the disk.
What is an A record, an NS record, a PTR record, a CNAME record, an MX record?
- A record stands for address, indicates an IP address for a domain
- NS stands for Name Server record indicates which DNS server is authoritative for that domain ( Where the actual DNS entries are)
- CNAME stands for canonical name and servers to make one domain to another domain name.
- MX stands for mail exchange, it's a list of mail exchange servers used by the domain.
Are there any other RRs and what are they used for?
- Yes.
- PRT record stands for pointer record and maps an IPV4 address to a CNAME
- SOA record stands for State of Authority and is easily one of the most important DNS records because stores information like when the domain was last updated.
- SRV record stands for Service Record, is a record that specifies hostname and port number for a specific service, it can be used for service discovery.
- TXT record stands for Text Information, used by various purposes, as domain ownership for example.
What is a Split-Horizon DNS?
- It's the feature/configuration of the DNS server answer a different resolution to a query based on the source of the query. A common use it's when the DNS server needs to diferentiate internal and external queries, for the same domain. We can use views to configure this.
What is the sticky bit?
- It's a permission bit that is set on a file or a directory that let only the owner of the file/directory or the root user to delete or rename the file.
What does the immutable bit do to a file?
- It makes the file immutable, any user can change the state of the file or create hard links.
What is the difference between hardlinks and symlinks? What happens when you remove the source to a symlink/hardlink?
- All files in the linux filesystem are a link to a inode, a hard link is a new link to the same inode (if you remove or rename the old or the new link, the file will be intact, but any change in the data on the inode is reflected in all files that refer to that inode), the file system will only delete the inode if you don't have any link for this inode. Because of this characteristic a hardlink only works on files that are in the same file system.
- A softlink, it's a link that points the link from the inode, so it's a link from a link if the first link change the name or be deleted, the soft link will break, but can be used between differents filesystems.
What is an inode and what fields are stored in an inode?
- Each object in the filesystem is represented by a inode that stores all the information about the file, like file type, permissions, owner, group, file size, file access, change and modification time (never birth time), file deletion time, number of links, extended attributes. Each inode has a unique number and it can acessed using stat filename
How to force/trigger a file system check on next reboot?
- Create a file named forcefsck in the root folder
What is SNMP and what is it used for?
- SNMP stands for simple network monitoring protocol, it's a protocol to monitor devices, works in the application layer, has 3 versions now, they are not compatible between each other, and V3 introduced encryption. Messages are transported via UDP.
What is a runlevel and how to get the current runlevel?
- Runlevel it's a preset operational system state, so based in this level, the OS starts the corresponding services, or scripts. To get the current runlevel uses the command runlevel, or who -r
What is SSH port forwarding?
- SSH Port forwarding it's a way to create a tunnel between your machine in a destination using ssh.
What is the difference between local and remote port forwarding?
- Local port forwarding creates a tunnel between a local server and a local client, a remote port uses a local server but with internet IP address to connect a internal service that doesn't have access in the internet.
What are the steps to add a user to a system without using useradd/adduser?
- Edit /etc/passwd with the new username, configure the home, and shell
- Edit /etc/groups add this new username to some groups
- Create the user home folder and set the right permissions
- Reset the user password with passwd username
What is MAJOR and MINOR numbers of special files?
- The MAJOR number will set to the kernel with kind of device it is, and MINOR number will set a special characteristics of the device, example if a machine have 2 disks, the MAJOR number will be the same for both, but the MINOR doesn't.
Describe the mknod command and when you'd use it.
- mknod command creates a new device in /dev but actually udev creates automatically each device, if something very terrible happen we can recreate some devices using mknod to fix or make some backup.
Describe a scenario when you get a "filesystem is full" error, but df shows there is free space.
- When a filesystem it's out of inode, it can happen when you have a huge amount of small files, in a small filesystem. df -i will show.
Describe a scenario when deleting a file, but 'df' not showing the space being freed.
- when a process it's still appending that file. We can use lsof to check it.
Describe how 'ps' works.
- the ps command read files from /proc and the content of these files are generated by the kernel.
What happens to a child process that dies and has no parent process to wait for it and what’s bad about this?
- creates a zombie process, one zombie process it's not a big problem, but each process uses a little size of ram, and uses a PID that's a finite number of it.
Explain briefly each one of the process states and all signals
- CREATED or NEW STATE, in this moment the process wait the admission to the ready state, by the scheduler
- RUNNING/RUNNABLE (R) the process has been loaded into main memory and is awaiting execution by the CPU, or it's using CPU core right now
- SLEEPING a sleeping process is a process waiting for a resource to be available, I/O operation to complete for example, or an event to happen. There is two states of SLEEPING process
  - Interrruptible Sleep (S) - Process that can be terminated before the wake up condition is fulfilled without any consequences.
  - Uninterruptible Sleep (D) - Process that can't be killed, in the example of I/O operation, the act the process it's in uniterruptible sleep (D) until a the I/O operation to complete and wake up.
- STOPPED (T) - A process becomes stopped when it receives the SIGSTOP signal, when stopped the process execution is suspended and only signals it will handle are SIGKILL and SIGCONT
- Zombie (Z) it's a state after completing the execution or being explicitly killed, but the process remains as a zombie until the parent process call the wait system call to read its exit status, and finally ending the process lifetime.
- Process SIGNALS are one of the ways process communicate among themselves and with the kernel. Exceptionally SIGKILL and SIGSTOP signals cannot be handled or blocked.
  - SIGTERM - the default signal sent by kill command, Asks the process to terminate voluntarily
  - SIGKILL - unlike SIGTERM, forces the process to terminate, can't be blocked or handled
  - SIGSTOP - suspend the process execution, putting in stopped state. In this state, the process will do nothing but accept SIGKILL or SIGCONT.
  - SIGSTP - almost identical to SIGSTOP, the only difference is it can be blocked or handled, this is the signal sent when you type <ctrl>+z in the terminal
  - SIGCONT - if a process is in stopped state, it will put it back in the RUNNING/RUNNABLE state and resume it execution. If the process is in any other state, it's silently ignored.
  - SIGINT - generated when the user type <ctrl>+c in the terminal, it interrupts the current command processing and wait for user's next command.
  - SIGQUIT - generated when eht user type <ctrl>+\ in the terminal, normally it will force the process to produce a core dump and terminate.
  - SIGALARM - signal used to wake up sleeping process, normally scheduled by alarm system call.
  - SIGCHLD - sinal send from a child process to its parent process when its state changes.
  - SIGHUP - the signal indicates the terminal handling the process has been disconnected and/or parent process terminated. To run a process that won't terminate when the terminal disconnects, you can start it using the command nohup.
How to know which process listens on a specific port?
- lsof -i :$PORT or netstat -lp | grep $port or ss -lp | grep $port
What is a zombie process and what could be the cause of it?
- A zombie process is a process whose execution is completed but it still has an entry in the process table. Zombie process usually occurs for child process, as the parent process still needs to read its child exit status.
You run a bash script and you want to see its output on your terminal and save it to a file at the same time. How could you do it?

Use the tee command
script | tee file

Explain what echo "1" > /proc/sys/net/ipv4/ip_forward does.

Disable ipv4 ip_forward function from the kernel, as well the IPV4 routing function

Describe briefly the steps you need to take in order to create and install a valid certificate for the site https://foo.example.com.
- Create a key file
- Uses this key file to create a csr file
- Send this csr file to a ssl certificate provider
- Get the crt from the certificate provider with the CA chain and configure into the webserver
- Or you can use certbot to simplify.
Can you have several HTTPS virtual hosts sharing the same IP?
- Yes using virtualhosts, but the client needs to support http/1.1, to use name-based virtual host configuration.
What is a wildcard certificate?
- It's a certificate that can be used by differents hostnames from a single domain.
Which Linux file types do you know?
- Regular file
- Directory file
- Special files
  - Block file
  - character file
  - named pipe file
  - symbolic link file
  - socket file
What is the difference between a process and a thread? And parent and child processes after a fork system call?
- A fork it's an identical process as the parent but with new PID, it has a own memory share, and runs independently from the parent. A thread it's a lightweight process and usually it's just a CPU state with the process containing the remainings. A threads require less overhead then forking or spawning a new process, because doesn't have a new system virtual memory space and environment.
- Both child and parent process have different PIDs, neither process access the variables of each other, the child process ctime, uptime, stime, cutime and cstime subrotines are set to 0.
What is the difference between exec and fork?
- A fork in a simple way, it's a process copy only changing the pid and resource limits, a exec it's a call that basically replaces the entire current process with a new program. It loads the program into the current process space and runs it from the entry point. Example, when we call the find command, our bash forks itself, and in this new fork context, uses exec call to execute the find program.
What is "nohup" used for?
- It's used to create process that are independent from user login, starting a process with nohup it's telling the process to ignore SIGHUP calls, that the signal sent by the kernel when the parent shell is closed.
What is the difference between these two commands?
myvar=hello
export myvar=hello

The first one create the variable only in the user context, the second in a global context, so this variable can be used by all users.

How many NTP servers would you configure in your local ntp.conf?
- 4 it's minimum recommended by RedHat
What does the column 'reach' mean in ntpq -p output?
- It's a octal number, that show the last 8 transactions with the ntp server, this number is a FIFO log, so if the same packet doesn't arrive (it's UDP), this number can be different based in the order of the checks.
You need to upgrade kernel at 100-1000 servers, how you would do this?
- I would be using Ansible, but before I would test in a controled group to check if something bad can happen.
How can you get Host, Channel, ID, LUN of SCSI disk?
- cat /proc/scsi/scsi
How can you limit process memory usage?
- Calling the program with limit command, or set the ulimit in the console, or in the /etc/security/limits.d, or in the systemd init script.
What is bash quick substitution/caret replace(^x^y)?
- sed -e 's/^x/^y/g'
Do you know of any alternative shells? If so, have you used any?
- I use zsh, it's 100% bash compatible
What is a tarpipe (or, how would you go about copying everything, including hardlinks and special files, from one server to another)?
- It's a way to copy a directory to a server from another preserving permissions and the files, usually I don't copy files from a server to another, I use automation to do the job to recreate the server for me, but if I really need to copy, we could use a tarpipe, or dd.

####[⬆] Hard Linux Questions:

What is a tunnel and how you can bypass a http proxy?
- We can create a ssh tunnel with ssh -R and redirect the http proxy to a server that has access to the internet.
What is the difference between IDS and IPS?
- IDS detect the problem inspecting the packet header and payload and creates a log.
- IPS detect the problem inspecting the packet header and payload and drops the packet if finds something problematic, based in some pre defined rules.
What shortcuts do you use on a regular basis?
- ai package - sudo apt install package
- ll - ls -lha
- gitcm - git commit -m
- gl - git pull
- gp - git push
- .. - cd ..
- ... - cd ../..
- .... - cd ../../../
What is the Linux Standard Base?
- It's a joint project projected by several Linux distributions under the organizational structure of the Linux Foundation to standardize the sofware system structure, including filesystem hierarchy.
What is an atomic operation?
- Atomic operations are program operations that run until completion independently from any other process.
Your freshly configured HTTP server is not running after a restart, what can you do?
- I would try to see the logs and check what's the problem. jounalctl -xe systemctl status httpd
What kind of keys are in ~/.ssh/authorized_keys and what it is this file used for?
- Public keys, they are used to authenticate users in the server.
I've added my public ssh key into authorized_keys but I'm still getting a password prompt, what can be wrong?
- The permission for authorized_keys file, and .ssh folder, as the path from authorized_keys file needs to be /home/user/.ssh/authorized_keys and right spelled, or your private key has the wrong permission.
Did you ever create RPM's, DEB's or solaris pkg's?
- yes using fpm, and using dpkg or rpm.
What does :(){ :|:& };: do on your system?
- creates a forkbomb
How do you catch a Linux signal on a script?
- using the command trap inside the script
Can you catch a SIGKILL?
- No, by security proposes
What's happening when the Linux kernel is starting the OOM killer and how does it choose which process to kill first?
- OOM will kill the process that will free more memory and the least important for the OS.
Describe the linux boot process with as much detail as possible, starting from when the system is powered on and ending when you get a prompt.
- BIOS/UEFI
  - BIOS performs startup based in the hardware, POST ( Power On Self Test) processs to initiallize the hardware, after complete, and calls the bootloader.
- bootloader
  - The bootloader (GRUB2) present options to the user select, GRUB supports unix-like OS, and chain-load Windows OS, and loads the kernel into memory and supplies it with some parameters.
- kernel
  - The kernel will decompress itself and will setup essential hardware and memory paging, and calls start_kernel() function, and it will perform the majority of system setups like device and driver initialization, scheduler, idle process and then starts separately in the user space the init process (pid 1).
- init -The init it's scripts executed by shell (sysV, runit) or configuration files that are executed by binaries (upstart, systemd), init has specific levels, that are passed as variables at the call, with consists of specifics set of daemons. These will provide various non-operating system services and structures and form the user environment.
- User environment
  - The typical desktop environment begins with a daemon that calls everything needed. To shutdown, it's the inverse, the kernel kills every process, and shutdown.
What's a chroot jail?
- Chroot jail it's a way to isolate a process and its children from the rest of the system. The idea is that you create a directory tree where you copy or link in all the system files needed for a process to run, usually we use bind to mount some folder inside a chroot.
When trying to umount a directory it says it's busy, how to find out which PID holds the directory?
- lsof directory
What's LD_PRELOAD and when it's used?
- LD_PRELOAD it's a variable that can be used to load some library before the default C library, can be used to test a new version for a library, or for development proposes.
You ran a binary and nothing happened. How would you debug this?
- strace binary, and see what's happening.
What are cgroups? Can you specify a scenario where you could use them?
- Cgroups are a Linux kernel feature that allow limit the resource use for a group of process(CPU, memory, disk I/O). A scenario to use could be to test a software in a physical machine that has a big hardware, and make this software run a minimum configuration, a very common sofware that uses cgroups it's in contairners ( docker, crio).

####[⬆] Expert Linux Questions:

A running process gets EAGAIN: Resource temporarily unavailable on reading a socket. How can you close this bad socket/file descriptor without killing the process?
- using gdb, attach the gdb in the process and close the file descriptor or socket that is problematic, and detach.

####[⬆] Networking Questions:

What is localhost and why would ping localhost fail?
- Localhost it's the internal interface in Linux, that some programs can use to talk to each other inside the server. The ping will fail if the lo interface is down, or if we don't resolve localhost in our /etc/hosts file or some firewall rule is dropping ICMP packets or blocking lo interface.
What is the similarity between "ping" & "traceroute" ? How is traceroute able to find the hops.
- Both use ICMP (Internet control message protocol) packets to archive their proposes, but traceroute sends the packets gradually increasing the TTL value, starting with TTL 1. The first router receives the packet, decrements the TTL value and drops the packet because the TTL has zero. The router sends an ICMP Time Exceeded message back to the source.
What is the command used to show all open ports and/or socket connections on a machine?
- lsof -i
- netstat -a
- ss -a
Is 300.168.0.123 a valid IPv4 address?
- no
Which IP ranges/subnets are "private" or "non-routable" (RFC 1918)?
- 10.0.0.0/8
- 192.168.0.0/16
- 172.16.0.0/16
What is a VLAN?
- It's a virtual lan created to separate networks inside a switch, making the broadcast domain shorter, and for security proposes. Works in the network layer (OSI Layer 2)
What is ARP and what is it used for?
- It's a layer 2 protocol that maps IP address to MAC address.
What is the difference between TCP and UDP?
- TCP ( Transmissions control protocol ) and UDP ( User Datagram Protocol ), both works in the layer 3 of the OSI model, and are different methods to send information across networks, or Internet. TCP is used in scenarios when reliability is important, and is used by the majority of layer 7 protocols, like HTTP, FTP, SMTP. TCP is connection-oriented ( after estabilishes the connection between two devices, maintains until the transfer process finishes), and uses a process called three-way handshake ( SYN, SYN-ACK, ACK)..
- UDP it's a connectionless protocol ( doesn't estabilish a connection before hand) it's much simple and used in situations when data loss is acceptable, because doesn't guarantee all data is successfully transferred.
What is the purpose of a default gateway?
- The default gateway it's the way to get in other networks.
What is command used to show the routing table on a Linux box?

route
netstat -r
ip route list
ip r

A TCP connection on a network can be uniquely defined by 4 things. What are those things?

remote-ip-address
remote-port
source-ip-address
source-port

When a client running a web browser connects to a web server, what is the source port and what is the destination port of the connection?
- source port it's dynamic based on net.ipv4.ip_local_port_range defined between 32768 - 61000, destination port 80 or 443.
How do you add an IPv6 address to a specific interface?
- using ip -6 addr command, or using ifconfig ip inet6, or editing the OS file for network interfaces.
You have added an IPv4 and IPv6 address to interface eth0. A ping to the v4 address is working but a ping to the v6 address gives yout the response sendmsg: operation not permitted. What could be wrong?
- can be a firewall rule
What is SNAT and when should it be used?
- SNAT stands for Source Network Address Translation - changes the source address in IP header of a packet. The typical usage is to change the private address/port to a public address/port for packets leaving the network.
Explain how could you ssh login into a Linux system that DROPs all new incoming packets using a SSH tunnel.
- We could login using some DRAC interface if the machine it's physical, or we can use the libvirt, or vmware console if virtual, or aws console.
How do you stop a DDoS attack?
- You try to block the source address of the attack, or we use some CDN.
How can you see content of an ip packet?
- capturing the packet with tcpdump, and opening with wireshark.

####[⬆] DevOps Questions:

Can you describe your workflow when you create a script?
- First I think about the problem, then create some concept to solve a small part of the problem, than I interate on top of if, adding more layers of complexity, at the end I test, and run some lint, create a pull request and submit to the team evaluate the solution proposed.
What is GIT?
- It's a SCM (source code management), it's a software that controls source code, and helps developers to work together and to share code.
What is a dynamically/statically linked file?
- dynamically uses the dynamic path for the file example ../../file
- statically uses the static path for the file example /usr/local/bin/file
What does "./configure && make && make install" do?
- Compiles a source code, creates a binary file and copy to a pre defined path
What is puppet/chef/ansible used for?
- Automatize infrastructure, you create a code and run this code against an infrastructure
What is Nagios/Zenoss/NewRelic used for?
- Monitoring infrastructure and services.
What is the difference between Containers and VMs?
- VMs have all the OS stack, devices and so, containers uses the cgroup implementation from the kernel, and have a smaller footprint because of that.
How do you create a new postgres user?
- createuser command
What is a virtual IP address? What is a cluster?
- Virtual IP address, it's IP address defined in a virtual interface, a cluster it's 2 or more machines working together to delivery a service.
How do you print all strings of printable characters present in a file?
- using the command strings
How do you find shared library dependencies?
- ldd /fullpath/command
- readelf -d /fullpath/command
What is Automake and Autoconf?
- They are programming tools to automate parts of the compilation process.
./configure shows an error that libfoobar is missing on your system, how could you fix this, what could be wrong?
- Installing the dev or devel version of the lib, that will contain the source code to be compiled
What are the advantages/disadvantages of script vs compiled program?
- Scripts are easy to correct and see how works, compiled are much faster
What's the relationship between continuous delivery and DevOps?
- Continous delivery it's one subject inside the DevOps methodology, this subject explain and show us how to delivery sofware or services fast, without human intervention.
What are the important aspects of a system of continuous integration and deployment?
- testing, automatize the process, decrease human error, automate quality of code, check of vulnerabilities, lint to have a more reliable and trustful process/delivery

####[⬆] Fun Questions:

A careless sysadmin executes the following command: chmod 444 /bin/chmod - what do you do to fix this?
- find the library that controls the chmod command, with ldd, after that call the /lib64/ld-linux-x86-64.so.2 /bin/chmod +x /bin/chmod
I've lost my root password, what can I do?
- you can use another administrator account to access and reset, or you can reset the server passing in the grub2 init=/bin/bash and reset the password.
I've rebooted a remote server but after 10 minutes I'm still not able to ssh into it, what can be wrong?
- network issues, or some fsck it's running, or some service locked the startup.
If you were stuck on a desert island with only 5 command-line utilities, which would you choose?
- cd, vim, cat, awk, find
You come across a random computer and it appears to be a command console for the universe. What is the first thing you type?
- lshw
Tell me about a creative way that you've used SSH?
- a for loop to send via ssh a command to 50 vms.
- to connect in an internal deployed gitlab service, using a IPSec VPN connected in a bastion host.
You have deleted by error a running script, what could you do to restore it?
- I could copy the file descriptor from the /proc/PID/fd/number_of_file_descriptor into a new file.
What will happen on 19 January 2038?
- The standard time libray from C was developed using 4-byte to storage time and 4-byte integer its, a 2 trillion number, that in seconds, translates to January 2038, in that time some mainframes could have some issue, openbsd is already patched.

####[⬆] SRE Questions:

Can you explain what SLA means?
- SLA ( Service Level Agreement) defines the level of service expected by a customer from a supplier.
What's the “five nines” (“nine fives”, “two and a half nines”) uptime?
- FIve nines measure the 99,999% of availability of a service, meaning that service can be only offline 5.26 minutes in a year.
What would be the good SLI for an API service? How would you use an SLI to meet the SLO?
- User latency, error rate are good SLI. Every indicator that measures the user experience it can be a good. Based in the SLI you can change, improve the system or process to follow the SLO.
What are the SRE Signals?
- Latency: Or response time, it's the time taken to serve a request. The increase of latency it's key indicator of degradation in an aplication.
- Traffic: It's the number of requests flowing across your network. Monitoring traffic can help to identify capacity problems and plan ahead future demand.
- Errors Rate: Indicates the rate of requests that fail, it's important to know when your application it's running with errors, and if they are increasing.
- Saturation: Measures the usage of a service, and how health is it. CPU, Memory, IO are good metrics, increase of latency it's often a saturation issue.
True or false, you should always aim to make your service as reliable as it can possibly be?
- False, you need to keep your service reliable until it's interesting for the end user, to avoid costs.
Explain the differences between GKE ingress and Nginx Ingress
- GKE Ingress it a controller that it will spin up a cloud based ( GCP in the case) Loadbalancer that will be responsible to intepretate ingress rules defined in your Kubernetes cluster and expose them to the internet.
- NGINX Ingress it a webserver running as a Ingress Controller inside your kubernetes, that it will interpretate the ingress rules defined and expose them to the internet.

####[⬆] Kubernetes and Docker Questions:

Describe a simple approach to efficient manage container resources K8S cluster
- In the pod or deployment specification you can set limits for that container or requests
- Seting a request for Containers in a pod, the scheduler it will use this information to decide which node to run that container, the container can if needed use more resource than what it was set in the request.
- Setting a limit it will limit the container to use maximum that amount of memory or CPU cycles, this is enforced by the kubelet the container. If only limits is set the kube scheduler it will set the request that matches the limit.
- When a process tries to use more than the allowed amount of memory the system kernel terminates the process with a OOM Error ( out of memory )
- Configure a HPA
What are the layers in Docker and why are they useful?
- Docker layer it's a file generated from running some command during a docker build, and be accessed in the docker host /var/lib/docker/aufs/diff, they can be used as cache.
  - docker history [image name] shows all layers
- Because of the usage of AUFS ( Advanced multi-layered unification filesystem ) when docker mounts those layers a diff is applied and layers are reused.
- Each command in a dockerfile generates a layer diff, so if you install a software with a command uses the same "subshell" to cleanup caches and other files that are not important for the container lifecycle. Only RUN, COPY and ADD creates layers.
What features of the Linux kernel enable Docker to work?
- CGroups
- Namespaces
What is the difference between the COPY and ADD commands in a Dockerfile?
- ADD and COPY have the same usage but ADD supports tar and remote url handling, so you can download files or untar directly in the image. But the official documentation suggest uses COPY because of the better control of the output.
Describe the lifecycle of a Pod? What is the phase of a Pod?
- Pods are considered ephemeral rather than durable entities, and are created, assigned an unique ID and scheduled to a node, do not self-heal by themselves, if the node goes down, a new pod with new ID is rescheduled.
- Pods have status and a PodStatus field which has phase field and it can be:
  - Pending: The Pod has been accepted by Kubernetes Cluster, but one or more containers has not been set up. This includes the time that a Pod spends waiting download container images.
  - Running: The Pod has been bound to a node, and all of the containers have been created.
  - Suceeded: All containers in the Pod have terminated in success, and will not be restarted.
  - Failed: All containers in the Pod have terminated, and at least one conetainer has terminated in failure. That is the container either exited with non-zero status or was terminated by the system.
  - Unknown: For some readon the state of the Pod could not be obtained. This phase typically occurs dut to an error in communicating with the node where the Pod should be running.
What are three types of handlers to perform a diagnostic by Kubernetes engine?
- A probe is a diagnostic performed by the kubelet on a Container, to diagnost the kubelet calls a handler implemented by the container.
- ExecAction: Executes a specified command inside the container. The diagnostic is considered successful if the command exits with a status code of 0.
- TCPSocketAction: Performs a TCP check agains the Pod's IP address on a specific port. The diagnostic is considered successful if the command the port is open.
- HTTPGetAction: Performs an HTTP GET request against the Pod's IP address on a specified port and path. The Diagnostic is considered succesful if the response has a status code greater or equal to 200 and less than 400.
When should you use a liveness, readiness and startup probe?
- The kubelet use liveness probes to know when to restart a container, one example is a deadlock. Readiness probe is used when the kubelet needs to know if the container is ready to accept traffic, and this signal is used to control which Pods are used as backend Services. When is not ready is removed from Service load balancer. The startup probe is used by kubelet to know when a container application has started, if is configured, it disables liveness and readiness checks until succeeds. This can be used to adopt liveness checks on slow starting containers, avoiding them getting killed by the kubelet before they are up and running.
What are Init Containers? How do they differ from regular containers? Why are they useful?
- Init containers are used by Pods to run before the app container start. They differ from app containers, as they always need to run to completion, so they don't have probes, and each init container must complete successfully before the next one starts, if not the kubelet it will apply the restartPolicy defined in the Pod, until the init container is succesful. They are useful because they can be used by a blocker or delay of dependencies, to start Pods in parallel, they can run utilities that would make the app container less secure.
postStart & preStop events?
- Kubernetes has component lifecycle hooks and they are exposed at the container level:
  - PostStart is executed immediately after a container is created.
  - PreStop is called immediately before a container is terminated due to an API request or management event, such as probes.
Why use a Statefulset?
- Stateful sets different than deployments, have a unique network identifiers, and DNS names inside of the kubernetes network, stable storage, and pod name label, deployment and scaling guarantees like deploy and termination order.
What is PDB (Pod Disruption Budget)?
- The PDB limits the number of Pods of a replicated service that are down simultaneously from voluntary disruptions, a node drain for example ( Kubectl drain)
What is an Operator? Why do we need Operators?
- Operators are sofware extensions to Kubernetes that make use of custom resources to manage applications and their components. The pattern aims to capture the key aim of a human operator who is managing a service of set of services. Kubernetes controllers concepts lets you extend cluster's behaviour modifying the code of Kubernetes itself. Operators are clients of Kubernetes PI that act as controllers for a custom resource ( extensions of the kubernetes API).
- We need operators to manage complex clusters automatically in a logical way, like a mongodb replicaset or a elasticsearch cluster for example.
What is the role of the Kubelet, Kube-scheduler, Kube-apiserver, and Kube-proxy, kube-controller-manager?
- Kubelet, it's the primary node agent. It can register the node with the API server, ensure the containers described in the PodSpec are running and healthy.
- Kube-scheduler is a control plane process which assigns Pods to Nodes and determines which nodes are valid placements for a Pod in the schedule queue according to constaints and available resources. Multiple different schedules can be used in a cluster, and kube-scheduler is the reference implementation.
- Kubernetes API Server validates and configures data for the API objects which includes pods, services, replicationcontrollers and others. The api server services REST operations and provides frontend to the cluster shared state.
- Kube-proxy it's the kubernetes network proxy that runs in each node, this reflects services as defined in the Kubernetes API on each nod and can do simple TCP, UDP and SCTP( Service Transmission Control Protocol) fowarding accross a set of backends.
- The kubernetes controller manager is a deamon that embeds the core control loop, it's a non terminating loop that regualtes the state of the system. In Kubernetes the control loop that watches the shared state of the cluster through the apiserver and endpoints controller, namespace controller and serviceaccount controller.
Explain the role of CRD (Custom Resource Definition) in K8?

CRD or custom resource definitions are extentions of the Kubernetes API.

How POD to POD communication works?

Each pod is assigned a unique IP, every container in a pod shares network namespace, including the IP and network ports. Inside of a pod containers that are part can communicate using localhost. When pods communicate with entities outside the pods, they must coordinate how they use shared network resources.

How POD to service communication works?

Kubernetes service is a abstract way to expose an application running on a set of pods, as a network service.

What's a CNI?
How to troubleshoot if the POD is not getting scheduled?
How to run a POD on particular node?
What are the various things can be done to increase the K8 security?
How to monitor K8 cluster?

####[⬆] Observability Questions:

What are metrics in the context of observability?
- Metrics are numeric measurements that provide information about the state of a system over time. They are often used to monitor environment key indicators like performance, availability and resource utilization, they refer to time-data-series data.
How do you differentiate between system-level metrics and application-level metrics?
- System-level metrics referenciate to resources usage and the underline infrastructure, like CPU usage, memory, network traffic, disk I/O ( iOPS). Application level metrics are related to the application's performance and behaviours, such as error rate, response time ( latency), request rate and custom application-specific metrics.
What is a time series database (TSDB) and why is it important for metrics? Give an example of one.
- A time series database (TSDB) is optimized for storing and querying time-stamped data points, it's own importance is related to:
- efficiency as they are designed to handle a large dataset efficiently and allow real-time analysis
- time-based queries, since they are optimized for time-based queries, it makes easier to analyze data trends patterns and anomalies over time.
- scalability, they can scale horizontally
- One example of TSDB is prometheus and influxdb, postgres can be used using the extension TimescaleDB
How would you set up alerting based on metrics?
- Alerts are defined based on metrics threasholds in a period of time, ie. Average CPU Usage > 80% for the last 5min, then we define a tool to alert us when this threashold is broken.
What role do logs play in observability?
- Logs provides detailed records of events that occur within a system. They are crucial to diagnose and troubleshoot issues, monitor system health, gain insights into user behaviour, improve security.
What are structured and unstructured logs?
- Structured logs are logs that follow a defined format like JSON making easier to be parsed and indexed by tools like ElasticSearch, unstructured are logs in text format that don't follow any standarlized structure.
Can you explain the concept of log aggregation and why it's important?
- Log aggregation is a process to collect logs from multiple sources and centralizing them in a single location. This is important to simplify log management, enable search, visibility and correlation of events and compliance since some industries needs to keep logs saved for a long period of time.
How would you implement log rotation and retention?
- Log rotation is the process of creating a new log to prevent them to consume excessive disk space, and log retention determines how long to keep them before deletion.There are some common tools and frameworks to help like logrotate that can be configured to schedule, compress system logs on Linux. There are some aspects to considerate like disk space, regulatory requirements, and performance impact.
What are traces and how do they differ from logs and metrics?
- Traces represent a journey of a request through a distributed system, they capture information about the individual steps or spans that make up a request, including time taken for each step, the status of the request and any error that occurred. Traces are a valuable tool for understanding the behaviour of distributed systems and diagnosing performance issues.
How do you implement distributed tracing in a microservices architecture?
- First we need to choose a tracing system, like Jaeger or OpenTelemetry, considering factors like scalability, community support, and integration with other used tools, then we need to instrument our services, adding tracing libraries or SDKs, annotate spans on specific operations or functions, and propagate the context to allow traces to be correlated across systems. Basically you will have an agent, backend and visualization tool, in high traffic systems consider sample your data, use HTTP headers to propagate context, and integrate with other tools.
What is span in the context of tracing, and what information does it typically contain?
- Span represents a single unit of work withing a larger request, it's kind of a building block that when combined with other spans, forms the complete picture of a request journey.A typical span contains: operation name, start time, end time, duration, parent ID, trace id and tags.
How would you use traces to identify and resolve performance bottlenecks?
- Since the trace provide a detailed view of a request' s journey through a distributed system, we can analyse the span duration to identify long-running spans, and indentify cascade slowdowns based in the parents-child relationship.
How do the three pillars of observability (metrics, logs, and traces) work together to provide a comprehensive view of a system's health?
- Metrics provides a quantitive data of performance and components in real-time, logs captures a textual description of events that occour within a system, providing context, details and errors and traces captures the journey of a request throught a distributed system, providing view of different components interact, combining them organizations can proactively identify and address issues, improve performance, ensure compliance and gain valuable insights.
What tools and technologies have you used for implementing observability, and what are their pros and cons?
- Prometheus for metrics, it's opensource, highly scalable, and integrates well with kubernetes, but requires management and configuration.
- Grafana for visualization, can be used with mutiple data, has support to plugins, but requires management and configuration in large-scale deployments.
- ELK ( Elasticsearch Logstash and kibana ) stack for logs, highly scalable, very powerful but requires closer management.
- Jaeger for distributed tracing opensource, highly scalable.
- Newrelic and datadog are very complete paid solutions but can be expensive for large-scale deployments.
- Opentelemetry is a opensource observability framework that aims to provide a single standard across all types of observability signals ( trace, logs and metrics) but you will need one or multiple backends to store them. ( Works with eBFP )
Can you describe a time when observability helped you solve a critical issue in production?
- The everyday of a SRE engineer is look to observability tools to help us to indentify issues, diagnose problems. Some days ago I was working defining Cilium Network Policies ( CNP ) for our workloads, and since my work is very latency sensible, a increase of 5ms is too much for us, we often execute performance tests on new versions to identify regressions in new versions, and after merge a Cilium Network Policy, we saw a huge performance regression as a 5x increase in a specific test, and the culprid with out to think to much was this network policy that it was removed from the version, but we need to make it work since it's a critical security tool for us. During the execution of those tests I could check the metrics on Grafana using prometheus and we could see a huge spike on DNS requests having NXDOMAIN, what make us to tune our DNS servers, set specific configurations to avoid this error, and rollback the CNP, after that the problem was fixed and via metrics and logs proved that it wasn't the policy, but the application.

####[⬆] Advanced Observability Questions:

How do you differentiate between counters and gauges in metrics?
- Count are metrics that can only increase from zero, and gauges are metrics that can fluctuate over time
What is histogram and how is it used in observability?
- Histogram is a type of metric that collects data points info defined ranges divided by buckets and counts the numbers of observations that fall into each range, it's useful to undestanding the distribution of data such as latency. It can be used to identify outliers, analyze performance and set right alerts thresholds or configure SLOs. The key components of a histogram are buckets ( representing the range of values) and count ( the number of data points that fall within each bucket)
How would you implement service level indicators (SLIs), service level objectives (SLOs), and service level agreements (SLAs) using metrics?
- SLIs are measurable metrics that directly reflect the performance of a service ( Availabity, Latency, Error Rate and Thoughput), SLOs are targets for SLIs, expressed in numberical values ( e.g. 99% of requests should have latency bellow 200ms), SLAs are formal agreements that define the expected level of service and penalities if these targets are not met, implement them involves setting up appropriate metrics and monitoring them againts defined thresholds.
How would you implement custom application metrics and why are they important?
- Custom metrics are important because they provide insigths into the application's health beyond system metrics and can be implemented by instrumenting the application code to emit metrics that are specific to the application business logic ( e.g. user login attempts, transactions per second)
Explain the concept of a service mesh and its role in observability.
- A service mesh is a dedicated infrastructure layer for managing service-to-service communication within a microservice architecture and provides all capabilities to collect metrics, logs and traces, for all communications between services, simplifying the implemetation.
Describe a scenario where log parsing and enrichment are necessary.
- All logs should be parsed and enriched, executing a right parsing is important to extract relevant information, and enrichment to add additional context such user ID, session information,geolocation, to facilitate better analysis.
How would you handle sensitive data in logs?
- Handling sensitive data in logs envolves:
- redacting information and minimize logging
- encryption on rest and transit
- implement restrict access to view logs, monitor and audit
- stabilish data retention policies for sentitive logs
- have a incident process in place to deal with it.
What is log streaming and how can it be utilized in real-time monitoring?
- Log streaming involves continusly proccessing log data as it is generated, using tools like Logstash, kafka, and is real-time processed, allow to be search and used, it can be filtered and enriched, and be used in alert systems, it' s the default way to work with logs on Kubernetes since the work loads are stateless a lot of time.
How would you approach log indexing and why is it beneficial?
- Log indexing is the process of organizing log data in a way that makes it searchable and queryable, often using tools like ElasticSearch and Logstash, it's beneficial because it allows for fast and efficient searching through a large volume of log data.
What challenges might you face with distributed tracing in a microservices environment?
- Span Propagation and context loss, header-based propagation can be fragile, since hearders can be lost during network transfers and complex topologies with multiple hops, context can be lost, leading to incomplete traces.
- Performance overhead can be a problem for high-traffic applications
- Large datasets and data retention
- Security since traces often have sentitive information.
How do you use root cause analysis with traces?
- Trace provides a detailed view of a request's journey and can be a way to understand and identify the interaction between dependencies of a system, show anomalies, but often needs to be correlated with metrics and logs.
How would you design an observability solution for a new microservices application?
- I would be using prom-stack, prometheus for metrics, alertmanager for alers, grafana for visualization, thanos to retain metrics, loki for log aggregation and jaeger for tracing, since I have experience with those tools, but I already used ELK a lot and I am curious about SigNoz.
What steps would you take if you noticed a sudden spike in error rates from your metrics dashboard?
- I would identify the culprid from and check the logs, correlate them with traces to see if there is any dependency that is having issue, based in the changes try to indentify what could be causing the issue and rollback, or fix it.
How do you ensure the observability solution scales with the growth of the application?
- Choosing right tools, following best practices during configuration, close monitoring them and creating alerts
How would you handle observability in a multi-cloud or hybrid-cloud environment?
- Using cloud-agnostic tools, centralizing logs and aggregating data from all environments, keeping in mind the cost of transfer data outside the cloud provider.
Describe your approach to monitoring and observability for serverless architectures.
- Use already defined platform metrics, and implement custom one is needed, set distribute tracing with the context propagation, structure and centralize the logs, monitor cold-starts time and even-drive, check resources utilizations and set up alerts.
What are some common pitfalls when implementing observability, and how can they be avoided?
- A common pitfall is collect too much data without a clear plan for analysis, not structure all of your logs and keep them consistent, not monitor your observability tools, and keep aware that when you environment increses they need attention, keep a clear retention plan in place.
How would you integrate observability tools into a CI/CD pipeline?
- Observability tools are integrated part of the system and need to follow the same criteria like integrated tests, performance tests. To monitor pipelines, they should emit logs, metrics and trace data, so enable developers to debug them.
Why is observability important for DevOps and SRE practices?
- Provides insights to ensure reliability, performance and scalability
What is the role of an observability-driven development approach?
- ODD involves incorporaing practices throught the software development lifecycle, meaning design applications with buit-in instrumentation for metrics, logs and trace.
How can you use anomaly detection in observability?
- Anomaly detection is a technique for indentify unusual patterns or behaviours in system metrics, we can use the 3-sigma rule here you need to calculate a data point minus a mean point divided by a standard variation.
What is black-box versus white-box monitoring, and how do they relate to observability?
- Black box treats the system as a opaque entity, focusing in the external indicators like uptime and response times without knowing its internal workings, an white box is the opposite, where involves understanding and observing the internal states of the system, such specific metrics and application logs.
How do you handle high cardinality in metrics and logs?
- aggregate metrics and summarize them using percentiles and hitograms
- Reduce labels/tags, execute a pre-processing logs
- rolloup ( downsampling data) and set retention policies based in your usage
- use efficient data structures, if needed enable federation and sharding
- configure a architecture using data partitioning, and separate them in storage tiers

####[⬆] Service Mesh Questions:

####[⬆] Demo Time:

Unpack test.tar.gz without man pages or google.
- tar xf test.tar.gz
Remove all ".pyc" files from testdir recursively?
- find testdir -name '.pyc' -delete
Search for "my konfu is the best" in all .py files.
- grep 'string' .py
Replace the occurrence of "my konfu is the best" with "I'm a linux jedi master" in all *.txt files.
- find . -name '*.txt' | xargs sed -i 's/test/teste/g'
Test if port 443 on a machine with IP address X.X.X.X is reachable.
- telnet x.x.x.x 443
Get http://myinternal.webserver.local/test.html via telnet.
- wget
How to send an email without a mail client, just on the command line?
- using telnet
Write a get_prim method in python/perl/bash/pseudo.
Find all files which have been accessed within the last 30 days.
- find . -atime +30
Explain the following command (date ; ps -ef | awk '{print $1}' | sort | uniq | wc -l ) >> Activity.log

date; ps -ef will get the actual date and all process that the user who runs the command can access
awk '{ print $1}' will filter the first collunm before space
sort will sort, first numbers than characters
uniq will merge equal entries
wc -l will count the amount of lines and print the number
Activity.log will save this command appending in the file Activity.log

Write a script to list all the differences between two directories.
In a log file with contents as <TIME> : [MESSAGE] : [ERROR_NO] - Human readable text display summary/count of specific error numbers that occurred every hour or a specific hour.

cat log.log | grep $HOUR | uniq -c

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