Different Data Storage Solutions: Relational and Non-Relational Databases
In the dynamic realm of data management, a diverse array of storage solutions emerges to meet distinct needs and scenarios. This tutorial looks into the fundamental aspects of both relational and non-relational databases, along with a comprehensive exploration of data warehouses.
Relational Databases
Contents
Relational databases store data in tables with rows and columns, following a predefined schema. They are based on the principles of the relational model proposed by Edgar F. Codd.
Key Concepts
- Tables: Organized collections of related data entries.
- Rows: Individual records or tuples within a table.
- Columns: Represent attributes or fields of the data.
- Primary Keys: Unique identifiers for rows within a table.
- Foreign Keys: Establish relationships between tables.
- Examples: MySQL, PostgreSQL, Oracle Database, SQL Server.
Advantages
- Well-defined structure with enforced data integrity.
- Support for complex queries and transactions.
- ACID (Atomicity, Consistency, Isolation, Durability) compliance ensures data reliability.
Use Cases:
- Applications requiring strong consistency and structured data.
- OLTP (Online Transaction Processing) systems for day-to-day operations.
- Students records
Non-Relational Databases (NoSQL)
Non-relational databases offer flexibility in storing and managing unstructured or semi-structured data. They are designed to scale horizontally and handle large volumes of data efficiently.
Key Concepts
- Document Stores: Store data as JSON-like documents.
- Key-Value Stores: Simple key-value pairs for data storage.
- Column-Family Stores: Organize data into column families for efficient querying.
- Graph Databases: Model data as nodes, edges, and properties for graph-based relationships.
- Examples: MongoDB (Document Store), Redis (Key-Value Store), Cassandra (Column-Family Store), Neo4j (Graph Database).
Advantages:
- Flexible schema accommodates evolving data requirements.
- Scalability and high availability through distributed architecture.
- Better performance for certain use cases, such as real-time analytics or content management.
Use Cases:
- Big data applications with high throughput and varying data types.
- IoT (Internet of Things) platforms collect sensor data.
- Content management systems handling diverse media types.
Data Warehouses
Data warehouses are specialized databases optimized for analysis and reporting. They consolidate data from various sources to provide a unified view for decision-making.
Key Concepts
- ETL (Extract, Transform, Load): Process of extracting data from source systems, transforming it into a consistent format, and loading it into the data warehouse.
- Star Schema: Common schema design for data warehouses, with a central fact table surrounded by dimension tables.
- OLAP (Online Analytical Processing): Analytical querying techniques for multidimensional data analysis.
- Examples: Amazon Redshift, Google BigQuery, Snowflake.
Advantages
- Optimized for complex queries and ad-hoc analysis.
- Historical data storage enables trend analysis and forecasting.
- Support for business intelligence tools and reporting platforms.
Use Cases
- Business analytics and reporting for decision support.
- Data mining and predictive modeling.
- Regulatory compliance and auditing.
Understanding the differences between relational and non-relational databases, as well as data warehouses, is essential for choosing the right storage solution for specific use cases. Each type of database has its strengths and weaknesses, and selecting the appropriate solution depends on factors such as data structure, volume, velocity, and variety. By considering these factors, organizations can design robust data management strategies to support their business objectives effectively.
Self Assessment
- What are relational databases? List down some commonly used relational databases.
- What are non-relational databases? List down some commonly used non-relational databases.
- Differentiate the relational and non-relational databases?
231 thoughts on “Different Data Storage Solutions: Relational and Non-Relational Databases”
Hello, you used to write fantastic, but the last few posts have been kinda boring?I miss your great writings. Past few posts are just a bit out of track! come on!
ラブドール tpe ダッチワイフに憧れる実りは卒業作品から生まれる
mexico drug stores pharmacies: mexico drug stores pharmacies – buying from online mexican pharmacy
mexican online pharmacies prescription drugs
https://cmqpharma.com/# medication from mexico pharmacy
п»їbest mexican online pharmacies
buying from online mexican pharmacy: cmq mexican pharmacy online – best online pharmacies in mexico
https://canadapharmast.online/# pharmacy canadian
mexican mail order pharmacies: mexican rx online – purple pharmacy mexico price list
mail order pharmacy india indian pharmacy online top 10 online pharmacy in india
mexico pharmacies prescription drugs: mexico drug stores pharmacies – mexican pharmaceuticals online
https://foruspharma.com/# buying prescription drugs in mexico
buying prescription drugs in mexico: buying prescription drugs in mexico – mexican border pharmacies shipping to usa
mexican pharmacy mexican online pharmacies prescription drugs buying prescription drugs in mexico online
india pharmacy: best india pharmacy – indian pharmacy online
canadian pharmacy 365 online canadian pharmacy review safe canadian pharmacy
https://canadapharmast.online/# safe canadian pharmacy
reputable indian online pharmacy: buy prescription drugs from india – reputable indian online pharmacy
online shopping pharmacy india indian pharmacy online india online pharmacy
https://ciprodelivery.pro/# buy cipro online without prescription
https://paxloviddelivery.pro/# paxlovid cost without insurance
amoxicillin cost australia: amoxicillin where to get – buy amoxicillin 500mg usa
can i buy clomid for sale: where can i buy cheap clomid pill – order cheap clomid for sale
mexico drug stores pharmacies: pharmacies in mexico that ship to usa – mexico drug stores pharmacies
best online pharmacies in mexico: medication from mexico pharmacy – pharmacies in mexico that ship to usa
buying prescription drugs in mexico: mexico drug stores pharmacies – pharmacies in mexico that ship to usa
mexico drug stores pharmacies: reputable mexican pharmacies online – purple pharmacy mexico price list
http://mexicandeliverypharma.com/# mexico drug stores pharmacies
purple pharmacy mexico price list mexico pharmacy mexican border pharmacies shipping to usa
mexican drugstore online: mexican drugstore online – п»їbest mexican online pharmacies
mexican pharmaceuticals online: purple pharmacy mexico price list – mexico drug stores pharmacies
https://mexicandeliverypharma.com/# reputable mexican pharmacies online
reputable mexican pharmacies online reputable mexican pharmacies online medication from mexico pharmacy
mexican pharmaceuticals online: buying prescription drugs in mexico – mexican rx online
mexican drugstore online: medication from mexico pharmacy – mexican online pharmacies prescription drugs
п»їbest mexican online pharmacies: mexico pharmacies prescription drugs – buying prescription drugs in mexico online
mexican border pharmacies shipping to usa mexico drug stores pharmacies mexican mail order pharmacies
mexico pharmacies prescription drugs: mexican rx online – mexican online pharmacies prescription drugs
https://mexicandeliverypharma.online/# best online pharmacies in mexico
best online pharmacies in mexico: mexico drug stores pharmacies – п»їbest mexican online pharmacies
п»їbest mexican online pharmacies: mexican online pharmacies prescription drugs – pharmacies in mexico that ship to usa
reputable mexican pharmacies online medicine in mexico pharmacies mexican drugstore online
mexico drug stores pharmacies: medicine in mexico pharmacies – п»їbest mexican online pharmacies
п»їbest mexican online pharmacies: buying prescription drugs in mexico – mexican rx online
best online pharmacies in mexico: best online pharmacies in mexico – purple pharmacy mexico price list
best online pharmacies in mexico mexican mail order pharmacies mexican online pharmacies prescription drugs
medicine in mexico pharmacies: mexico drug stores pharmacies – mexican online pharmacies prescription drugs
purple pharmacy mexico price list: п»їbest mexican online pharmacies – buying prescription drugs in mexico online
mexican pharmaceuticals online reputable mexican pharmacies online mexico drug stores pharmacies
mexican rx online: mexican drugstore online – mexican mail order pharmacies
buying from online mexican pharmacy: mexican pharmaceuticals online – mexican drugstore online
mexican online pharmacies prescription drugs mexican pharmacy medicine in mexico pharmacies
mexican border pharmacies shipping to usa: mexican pharmaceuticals online – medicine in mexico pharmacies
mexican mail order pharmacies: buying prescription drugs in mexico online – reputable mexican pharmacies online
purple pharmacy mexico price list best online pharmacies in mexico mexico drug stores pharmacies
mexican drugstore online: buying prescription drugs in mexico online – mexican border pharmacies shipping to usa
mexican online pharmacies prescription drugs: pharmacies in mexico that ship to usa – mexican pharmaceuticals online
buying prescription drugs in mexico: mexico drug stores pharmacies – pharmacies in mexico that ship to usa
mexican pharmacy best online pharmacies in mexico medicine in mexico pharmacies
п»їbest mexican online pharmacies: reputable mexican pharmacies online – mexican online pharmacies prescription drugs
reputable mexican pharmacies online: mexico drug stores pharmacies – mexico drug stores pharmacies
п»їbest mexican online pharmacies: mexico pharmacies prescription drugs – mexican border pharmacies shipping to usa
best online pharmacies in mexico buying from online mexican pharmacy mexico drug stores pharmacies
pharmacies in mexico that ship to usa: mexican mail order pharmacies – buying from online mexican pharmacy
reputable mexican pharmacies online: medication from mexico pharmacy – buying from online mexican pharmacy
mexican pharmaceuticals online: pharmacies in mexico that ship to usa – medicine in mexico pharmacies
buying prescription drugs in mexico online: buying prescription drugs in mexico – mexican online pharmacies prescription drugs
purple pharmacy mexico price list: mexico pharmacies prescription drugs – mexico pharmacies prescription drugs
best online pharmacies in mexico: best online pharmacies in mexico – mexican pharmaceuticals online
purple pharmacy mexico price list п»їbest mexican online pharmacies mexican pharmaceuticals online
buying prescription drugs in mexico online: mexico drug stores pharmacies – buying prescription drugs in mexico
mexico drug stores pharmacies: reputable mexican pharmacies online – buying prescription drugs in mexico
reputable mexican pharmacies online: mexico drug stores pharmacies – medication from mexico pharmacy
medicine in mexico pharmacies: п»їbest mexican online pharmacies – mexico drug stores pharmacies
mexican rx online: buying from online mexican pharmacy – mexico drug stores pharmacies
mexico pharmacies prescription drugs: mexican online pharmacies prescription drugs – mexican pharmaceuticals online
best online pharmacies in mexico: mexican border pharmacies shipping to usa – reputable mexican pharmacies online
buying from online mexican pharmacy: mexican rx online – mexico pharmacies prescription drugs
mexico pharmacies prescription drugs: buying prescription drugs in mexico – best online pharmacies in mexico
mexican rx online: mexico drug stores pharmacies – mexican drugstore online
prednisone tablet 100 mg: 5 mg prednisone daily – prednisone for dogs
http://zithromaxbestprice.pro/# zithromax capsules
https://prednisonebestprice.pro/# prednisone prescription online
Cytotec 200mcg price: Misoprostol 200 mg buy online – purchase cytotec
https://cytotecbestprice.pro/# cytotec abortion pill
https://zithromaxbestprice.pro/# zithromax 250 mg tablet price
buy prednisone online fast shipping: average cost of prednisone – prednisone 60 mg tablet
https://nolvadexbestprice.pro/# what is tamoxifen used for
http://propeciabestprice.pro/# cost of propecia pills
purchase cytotec: buy cytotec in usa – buy misoprostol over the counter
https://nolvadexbestprice.pro/# nolvadex pct
buy zithromax online australia: zithromax for sale us – buy zithromax no prescription
order cytotec online: cytotec buy online usa – Misoprostol 200 mg buy online
prednisone 40 mg tablet: 50 mg prednisone canada pharmacy – can i order prednisone
http://zithromaxbestprice.pro/# where can i buy zithromax uk
cost generic propecia prices: buying cheap propecia without rx – generic propecia without prescription
tamoxifen lawsuit: tamoxifen men – alternatives to tamoxifen
http://prednisonebestprice.pro/# prednisone canada
prednisone cream: prednisone 5443 – cortisol prednisone
Your blog is beautiful, helpful posts, are you tired of posting and the income has been coming for a long time and no one is visiting? here you can really earn without getting tired, this is the online casino that will help you.
https://main7.top/crazy/
Farmacie on line spedizione gratuita: Cialis generico 5 mg prezzo – Farmacia online piГ№ conveniente
Farmacia online miglior prezzo: avanafil in farmacia – farmacie online sicure
migliori farmacie online 2024: Farmacia online migliore – п»їFarmacia online migliore
farmaci senza ricetta elenco: farmacia online migliore – farmacia online senza ricetta
top farmacia online: Cialis generico prezzo – acquisto farmaci con ricetta
farmacie online sicure: avanafil generico – farmacia online senza ricetta
generic viagra available: Buy Viagra online cheap – online viagra
https://tadalafil.auction/# generic cialis 40 mg
overnight pharmacy 4 u cialis: Generic Cialis without a doctor prescription – cialis price comparison
https://sildenafil.llc/# viagra 100mg
cialis tablets: cialis without a doctor prescription – cialis coupon printable
cialis drug: Buy Tadalafil 20mg – cialis american express
https://sildenafil.llc/# buy viagra online
https://edpillpharmacy.store/# best online ed pills
http://edpillpharmacy.store/# best ed pills online
online ed meds
mexico drug stores pharmacies: mexico pharmacy win – purple pharmacy mexico price list
http://indiapharmacy.shop/# pharmacy website india
buy ed meds
buying from online mexican pharmacy: buying prescription drugs in mexico – pharmacies in mexico that ship to usa
http://edpillpharmacy.store/# best online ed medication
buy ed pills
mexican drugstore online: Best pharmacy in Mexico – reputable mexican pharmacies online
https://mexicopharmacy.win/# mexico pharmacies prescription drugs
https://indiapharmacy.shop/# pharmacy website india
http://indiapharmacy.shop/# indian pharmacy paypal
https://edpillpharmacy.store/# buy erectile dysfunction treatment
http://edpillpharmacy.store/# buy ed meds
https://indiapharmacy.shop/# indian pharmacies safe
http://indiapharmacy.shop/# best online pharmacy india
comprar medicamentos en México legalmente AbZ-Pharma Lévis Preis für Medikamente in Belgien
http://lisinopril.guru/# 50mg lisinopril
buy cytotec pills https://cytotec.pro/# Cytotec 200mcg price
lasix tablet
buy cytotec https://furosemide.win/# lasix 20 mg
furosemide 40 mg
http://lipitor.guru/# lipitor coupon
lasix generic name lasix 20 mg furosemida 40 mg
cytotec online http://cytotec.pro/# purchase cytotec
generic lasix
buy misoprostol over the counter https://tamoxifen.bid/# tamoxifen hormone therapy
lasix
aromatase inhibitor tamoxifen: buy tamoxifen online – nolvadex 20mg
https://furosemide.win/# furosemide 40 mg
buy lisinopril: cheap lisinopril – prescription drug prices lisinopril
lasix 20 mg cheap lasix lasix
buy cytotec online http://furosemide.win/# buy lasix online
lasix generic name
buy cytotec online: Misoprostol price in pharmacy – Cytotec 200mcg price
http://lipitor.guru/# lipitor 20 mg pill
cytotec online https://lipitor.guru/# buy cheap lipitor online
lasix
buy furosemide online: buy furosemide online – furosemide 40 mg
http://lipitor.guru/# lipitor 40 mg tablet
buy cytotec pills online cheap: cytotec best price – Cytotec 200mcg price
Hi my friend! I wish to say that this article is awesome, nice written and come with almost all important infos.
I would like to peer more posts like this .
buy cytotec online fast delivery https://lipitor.guru/# lipitor 10 mg tablet
furosemida 40 mg
заговоры с вольтом как узнать что с человеком порча или сглаз кольцо с текстом молитвы
есть ли порча бесплатно светлое таро
светлана
http://easyrxcanada.com/# maple leaf pharmacy in canada
http://easyrxcanada.com/# canadianpharmacyworld com
https://mexstarpharma.online/# buying prescription drugs in mexico online
https://easyrxcanada.com/# legit canadian pharmacy online
achat en ligne de médicaments zydus San Bernardo Sicherer Online-Kauf von Medikamenten
http://mexstarpharma.com/# reputable mexican pharmacies online
https://mexstarpharma.online/# mexico drug stores pharmacies
https://easyrxindia.com/# indian pharmacy online
https://mexstarpharma.com/# mexican border pharmacies shipping to usa
bahis siteleri: bahis siteleri – bahis siteleri
en cok kazandiran slot siteleri: deneme veren slot siteleri – en iyi slot siteleri 2024
leki dostępne w Polsce Pinewood Franconville prix des comprimés génériques
yeni slot siteleri: guvenilir slot siteleri – canl? slot siteleri
http://sweetbonanza.network/# sweet bonanza slot
yasal slot siteleri: slot siteleri bonus veren – en iyi slot siteler
https://denemebonusuverensiteler.win/# deneme bonusu veren siteler
en iyi slot siteleri 2024: canl? slot siteleri – slot oyun siteleri
1716 на часах значение ангельская нумерология
5 мечей отношение ко мне таро сон скамейка деревянная, к чему снится сломанная
скамейка
какая ты пони по гороскопу зодиак гороскоп на 2012 год
https://sweetbonanza.network/# sweet bonanza guncel
https://sweetbonanza.network/# sweet bonanza yorumlar
https://vavada.auction/# вавада рабочее зеркало
пин ап: pin up – пин ап
1xbet 1хбет 1хбет официальный сайт
https://1xbet.contact/# 1xbet официальный сайт
1win зеркало: 1win – 1вин
vavada зеркало: vavada casino – вавада рабочее зеркало
pin up casino: пинап казино – пин ап казино вход
http://vavada.auction/# vavada online casino
1вин зеркало: 1вин официальный сайт – 1вин сайт
https://1win.directory/# 1вин
sands rx pharmacy: Cytoxan – save rx pharmacy
айтатын аманатым шықпасын жаман атың
скачать, махаббатым – аманатым скачать байлық пен
кедейлік ұқсастығы, байлық пен кедейлік мақал гдз 6
сынып агылшын, гдз агылшын 6 сынып students book әйелдер
ай қандайсың, әйел туралы цитата
russian pharmacy online usa: viagra indian pharmacy – new at your publix pharmacy free lisinopril
https://pharm24on.com/# pharmacy propecia
kroger pharmacy simvastatin
malaysia pharmacy store: student store pharmacy hours – target pharmacy cialis
cialis in dubai pharmacy: buy ambien online us pharmacy – osco pharmacy store locator
https://onlineph24.com/# atacand online pharmacy
rx express pharmacy
propecia pharmacy uk: wellbutrin indian pharmacy – percocet internet pharmacy
pharmacy website: humana pharmacy store – Tizanidine
animal rx pharmacy: quetiapine online pharmacy – target pharmacy levitra
relenza online pharmacy: Aebgpaype – effexor online pharmacy
YourDoll https://bg.yourdoll.com
Erythromycin: methotrexate prices pharmacy – pom pharmacy viagra
buying prescription drugs in mexico online reputable mexican pharmacies online mexican drugstore online
http://indianpharmacy.company/# top 10 online pharmacy in india
Preis für Medikamente mit ärztlicher Verschreibung erfragen Sandoz Harelbeke Hoe medicijnen online te kopen zonder medisch voorschrift
india pharmacy mail order: india online pharmacy – reputable indian pharmacies
indian pharmacies safe: top 10 online pharmacy in india – Online medicine home delivery
best india pharmacy: п»їlegitimate online pharmacies india – world pharmacy india
https://mexicopharmacy.cheap/# mexican border pharmacies shipping to usa
rx pharmacy near me how much is cialis at the pharmacy cialis online pharmacy uk
п»їbest mexican online pharmacies: mexican rx online – mexican drugstore online
buy medicines online in india: buy medicines online in india – Online medicine order
purple pharmacy mexico price list mexican online pharmacies prescription drugs mexican border pharmacies shipping to usa
https://mexicopharmacy.cheap/# buying from online mexican pharmacy
mexican drugstore online: reputable mexican pharmacies online – best online pharmacies in mexico
online pharmacy 365: rx smith pharmacy – remedy rx pharmacy
pharmacy generic viagra va pharmacy online online pharmacy tylenol 3
india pharmacy mail order: indian pharmacy paypal – online pharmacy india
https://pharmbig24.com/# international pharmacy domperidone
reputable indian pharmacies indian pharmacies safe india pharmacy mail order
buying from online mexican pharmacy: mexico drug stores pharmacies – mexico pharmacies prescription drugs
қыз балық адам козерог
ғашық одежда бмв, bmw lifestyle геннадий головкин сколько побед сколько поражений, сколько заработал головкин за
всю карьеру сағындым сағындым сені сағындым текст, құлазып жиі сені сағындым скачать
medicine in mexico pharmacies: reputable mexican pharmacies online – mexican pharmaceuticals online
buy medicines online in india india pharmacy mail order Online medicine home delivery
https://mexicopharmacy.cheap/# mexican mail order pharmacies
buying prescription drugs in mexico online: purple pharmacy mexico price list – mexican drugstore online
meijer pharmacy hours: capsule online pharmacy – mexican pharmacy percocet
indianpharmacy com cheapest online pharmacy india indianpharmacy com
п»їbest mexican online pharmacies: medication from mexico pharmacy – best online pharmacies in mexico
http://indianpharmacy.company/# indian pharmacy
mexican online pharmacies prescription drugs: mexican drugstore online – mexico pharmacies prescription drugs
Guide pour acheter médicaments en ligne RIA Vienna médicaments pour un traitement abordable et efficace
mexican border pharmacies shipping to usa mexican border pharmacies shipping to usa buying prescription drugs in mexico
seroquel xr pharmacy: parlodel online pharmacy – propecia pharmacy2u
mexican rx online mexico drug stores pharmacies mexico pharmacies prescription drugs
best online pharmacy india: online shopping pharmacy india – india pharmacy
reputable indian online pharmacy: best online pharmacy india – online shopping pharmacy india
п»їlegitimate online pharmacies india buy prescription drugs from india top 10 online pharmacy in india
reputable mexican pharmacies online: mexican rx online – mexican pharmaceuticals online
https://indianpharmacy.company/# top 10 pharmacies in india
sumatriptan pharmacy: sainsburys pharmacy viagra – Tadalis SX
pharmacy website india india pharmacy buy prescription drugs from india
top 10 pharmacies in india: mail order pharmacy india – buy medicines online in india